{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\aleks\\anaconda3\\envs\\causal_book_py39_exprmnt_cuda117\\lib\\site-packages\\tqdm\\auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import networkx as nx\n",
    "import pandas as pd\n",
    "\n",
    "from scipy import stats\n",
    "\n",
    "import causalpy as cp\n",
    "\n",
    "from sklearn.metrics import mean_absolute_percentage_error\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "import torch\n",
    "import pytorch_lightning as pl\n",
    "\n",
    "from catenets.models.torch import TARNet, SNet, FlexTENet\n",
    "from models.causal_bert_pytorch.CausalBert import CausalBertWrapper\n",
    "\n",
    "from econml.metalearners import SLearner, XLearner\n",
    "from econml.dml import CausalForestDML\n",
    "from econml.dr import LinearDRLearner\n",
    "from lightgbm import LGBMRegressor\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "plt.style.use('fivethirtyeight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'cuda'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Set device\n",
    "device = 'cuda' if torch.cuda.is_available() else 'cpu'\n",
    "device"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "COLORS = [\n",
    "    '#00B0F0',\n",
    "    '#FF0000',\n",
    "    '#B0F000'\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_effect(effect_true, effect_pred, figsize=(10, 7), ylim=(5000, 22000)):\n",
    "    plt.figure(figsize=figsize)\n",
    "    plt.scatter(effect_true, effect_pred, color=COLORS[0])\n",
    "    plt.plot(np.sort(effect_true), np.sort(effect_true), color=COLORS[1], alpha=.7, label='Perfect model')\n",
    "    plt.xlabel('$True\\ effect$', fontsize=14, alpha=.5)\n",
    "    plt.ylabel('$Predicted\\ effect$', fontsize=14, alpha=.5)\n",
    "    plt.ylim(ylim[0], ylim[1])\n",
    "    plt.legend()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Chapter 11.1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 634,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Global seed set to 18\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/latex": [
       "$\\displaystyle 18$"
      ],
      "text/plain": [
       "18"
      ]
     },
     "execution_count": 634,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Set random seed\n",
    "SEED = 18\n",
    "np.random.seed(SEED)\n",
    "pl.seed_everything(SEED)  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Going Deeper: Deep Learning for Heterogenous Treatment Effects"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 635,
   "metadata": {},
   "outputs": [],
   "source": [
    "SAMPLE_SIZE = 5000\n",
    "TRAIN_SIZE = 4500\n",
    "N_FEATURES = 20\n",
    "\n",
    "X = np.random.normal(0, 1, (SAMPLE_SIZE, N_FEATURES))\n",
    "T = np.random.binomial(1, 0.5, SAMPLE_SIZE)\n",
    "\n",
    "weights = np.random.gumbel(5, 10, (SAMPLE_SIZE, N_FEATURES - 1))\n",
    "\n",
    "y = (50 * T * np.abs(X[:, 0])**1.2) + (weights * X[:, 1:]).sum(axis=1)\n",
    "\n",
    "y0 = (50 * 0 * np.abs(X[:, 0])**1.2) + (weights * X[:, 1:]).sum(axis=1)\n",
    "y1 = (50 * 1 * np.abs(X[:, 0])**1.2) + (weights * X[:, 1:]).sum(axis=1)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 636,
   "metadata": {},
   "outputs": [],
   "source": [
    "effect_true = y1[TRAIN_SIZE:] - y0[TRAIN_SIZE:] "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### S-Learner, X-Learner, DR-Learner & Causal Forest (Benchmark)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 656,
   "metadata": {},
   "outputs": [],
   "source": [
    "benchmark_models = {\n",
    "    'SLearner': SLearner(overall_model=LGBMRegressor()),\n",
    "    'XLearner': XLearner(models=LGBMRegressor()),\n",
    "    'DRLearner': LinearDRLearner(),\n",
    "    'CausalForest': CausalForestDML()\n",
    "}\n",
    "\n",
    "benchmark_results = {}\n",
    "\n",
    "\n",
    "for model_name, model in benchmark_models.items():\n",
    "    model.fit(\n",
    "        X=X[:TRAIN_SIZE, :],\n",
    "        T=T[:TRAIN_SIZE],\n",
    "        Y=y[:TRAIN_SIZE]\n",
    "    )\n",
    "\n",
    "    effect_pred = model.effect(\n",
    "        X[TRAIN_SIZE:]\n",
    "    )\n",
    "    \n",
    "    benchmark_results[model_name] = effect_pred"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 657,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SLearner MAPE = 3.339113509099748\n"
     ]
    },
    {
     "data": {
      "image/png": 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X3twBAwYAAM6dOxeUsqp10003ITU1Fe+++67LkGlJkvDMM8+gq6sLd999t8ftT5w40f14V1cXlnsY/SCKIv7zP/8T1dXVeOqppzwGzYcPH/bawx1uHJJNRERERERRb+HChfjxj3+MX/7yl5g6dSoWLlyI3NxcNDQ04OTJkygvL8dTTz2Fq666Kuyvdf311+P73/8+Xn31VUybNg0333wzMjMzUVNTg40bN+Khhx7C9773PQDA/Pnz8eqrr+KHP/whlixZgqSkJAwbNgxf//rXAy63EqmpqfjNb36Db3/721i4cCFuu+02DBo0CBs3bsTevXsxffp0/OAHP+jePi0tDS+88AIefvhhFBcX4/bbb0dqaio+/fRTxMfHdycWc/aTn/wE+/fvx2uvvYb169ejsLAQgwYNQk1NDQ4fPoxDhw5hw4YNQc0erhUDZiIiIiIiiglPPvkkCgsL8f/+3//Dxo0b0dTUhIEDB2L48OF4/PHHgxp0qn2tZcuW4dprr8Xvf/97/Otf/0JnZyeys7Mxf/58zJ8/v3u7RYsW4dlnn8Xbb7+NlStXoqurC4WFhWELmAHgq1/9KrKysvDKK6/go48+QkdHB/Ly8vDjH/8Y//3f/434+HiX7e+++26kpqZixYoV+Mtf/oLU1FR85StfwbPPPot58+a5HT8uLg7/+Mc/8M477+Cvf/0rPvzwQ3R2diIzMxNXX301/vM//xPjx48P1+n6JDQ2Nkp9XQiKDGazGdXV1cjNzXX7EBBFO9ZvinWs4xTL+nv9vnjxYkT0tFFo2O12WCwWGI3GiE8IFi2C+ZnhO0JERERERETkAQNmIiIiIiIiIg8YMBMRERERERF5wICZiIiIiIiIyAMGzEREREREREQeMGAmIiIiIiIi8oABMxEREREREZEHDJiJiIiIiCKcJEl9XQSiqBDszwoDZiIiIiKiCBYfHw+z2dzXxSCKCmazGfHx8UE7HgNmIiIiIqIIlpSUhNbWVnR0dLCnmcgLSZLQ0dGB1tZWJCUlBe24YtCOREREREREQafT6ZCRkYG2tjbU19f3dXEoyOx2e3evqE7H/sxAxMfHIyMjI6jXkQEzEREREVGE0+l0SElJQUpKSl8XhYLMbDajubkZ2dnZQR1KTMHBWxhEREREREQUXDEyfYA9zERERERERBQ4sxn67dthKCmB9ZprYL311r4uUcAYMBMREREREZE2kgTd8eMQS0shlpcDVzK6iy0tsN5yCyAIfVzAwDBgJiIiIiIiInUaGyFu2gSxrAy6c+fcntbV1EB3/DjsV13VB4ULHgbMRERERERE5J/NBv2+fRBLSqD/4gvAbve5uVhaCgsDZiIiIiIiIopVQk0NxLIyiBs3QmhsVLyfWF4Oy3/8BxDF2b8ZMBMREREREZErRwKv0lLojh5Vvbs9Px9WkykEBQsvBsxEREREREQkJ/CqqIBYUuKSwEvx7snJsM2diy6TCVJ+fmjKGGYMmImIiIiIiPqzxkaImzfLCbzOnlW9u23SJFhNJtiuvRYwGkNQwL7DgJmIiIiIiKi/cSTwKi2VE3jZbKp2lwYNgrWoCNaiIkiZmSEqZN9jwExERERERNRPaE3gBQAQRVhnzIDVZIJ94kRApwtJGSMJA2YiIiIiIqJYZjZDv2OH3Jt85Ijq3R0JvKyFhUBKSggKGLkYMBMREREREcUaSYLuxAk5gde2beoTeCUlyQm8iotjJoGXFgyYiYiIiIiIYkVTE8RNm5jAK0gYMBMREREREUUzmw36/fvlIdd79qhP4JWRISfwMpliOoGXFgyYiYiIiIiIopBw/jzE0lKImzZBuHxZ3c6OBF5FRbBPmtQvEnhpwYCZiIiIiIgoWgSawGv4cDmB19y5/S6BlxYMmImIiIiIiCKZI4FXaSn027ZB6OhQt3tSEmyFhbAWF8Oenw8IQmjKGYMYMBMREREREUWipiaImzdDLC3VnsCrqAi2GTOYwEujmAuYa2pq8MEHH2DDhg2oqKhAbW0tBgwYgJkzZ2Lp0qW45ppr3PZpbm7GCy+8gA8//BB1dXXIysrCrbfeiscffxypqakeX2f16tVYtWoVjh49CoPBgBkzZuCJJ57A1KlTQ32KREREREQUqxwJvMrKoN+9W3sCr6IiSFlZISpk/xFzAfPrr7+OX//61xgxYgSKioqQmZmJyspKrFmzBmvWrMGbb76J2267rXv7trY2LF68GAcPHoTJZMIdd9yBQ4cO4Xe/+x02b96MdevWISkpyeU1Xn75ZSxbtgzDhg3Dfffdh7a2Nrz//vu44YYb8N5772HevHnhPm0iIiIiIopiutpaGLZtg7hxo7YEXtdeKyfwmjyZCbyCKOYC5mnTpmHt2rWYM2eOy+Pbtm3DkiVL8D//8z+46aabEBcXBwBYuXIlDh48iKVLl+KZZ57p3v65557DSy+9hJUrV+KJJ57ofryyshLPP/88Ro8ejc8//xxpaWkAgAcffBDXXXcdfvCDH2DXrl0QxZi7tEREREREFExmMwxbtmDoRx8htaYGOpWBrj0vD9biYibwCqGYu/Vw6623ugXLADBnzhzMmzcPly9fxuHDhwEAkiThnXfeQXJyMh599FGX7f/nf/4H6enp+NOf/gRJkroff/fdd2G1WvHII490B8sAMG7cOHzzm9/EqVOnsGnTphCdHRERERERRTVJgq6iAsbf/x4J3/kOkl57DQmVlcp3T0qC9frrYX7+eZhfegnWr3yFwXII9atuUIPBAADQ6/UA5N7i8+fP47rrrnMbdh0fH485c+Zg7dq1OHnyJEaNGgUA2LJlCwCguLjY7fjFxcV46623sHXrVo/P92Y2mwM6n2CzWCwufxLFEtZvinWs4xTLWL8pFgjNzTBu3Qrjxo3QnzsHAJAA2O12wOlPb7rGj4dl/nx0XXttTwKvzs5QFjlmxcfHK9623wTM1dXVKCsrQ3Z2NiZMmABADpgBYOTIkR73cQTJlZWVLn9PTk5Gdna2z+2VqKmpgU3lJP5wqK2t7esiEIUM6zfFOtZximWs3xR17HYkHj2K1B07kHT4MGC1wtttn04Pwa81PR3NM2ag+dprYR00SH6Qn4OA6PV6r/GfJ/0iYO7q6sKDDz6Izs5OPPPMM909zM3NzQDgMrTaWcqVoQ2O7Rx/z8zMVLy9L0OGDFF2AmFisVhQW1uL7OxsGJl2nmIM6zfFOtZximWs3xRtdLW1MG7aBOPmzdA5EngZDPJ/vdjtdnR2diIuLg46nQ6SKKJr2jRYFiyAbeJEJOl0SHLbi8Il5gNmu92O7373u9i2bRv+/d//Hd/85jf7ukjd1AwFCCej0RixZSMKFOs3xTrWcYplrN8U0To7od++XV4O6krOJACKM1ZLw4fDunChnMArNRUi+kGwFgVi+j2QJAk/+MEP8Pe//x133nknXnnlFZfnHWssNzU1edy/paXFZTvH3731IHvanoiIiIiIYpQkQVdZCbG0FPpt2yC0t6vbPSkJnTNmoHrMGGTNmYP4hIQQFZS0itmA2W634/vf/z7effdd3HHHHVi1apVbmnbHnOOTJ096PIZjLrJjO8ffd+7c2T0syN/2REREREQUY5qaIG7ZArGsDLozZ1Tvbps4EdaiIthmzIBZktBZXQ0IQggKSoGKyYDZOVi+/fbb8dprr3XPW3Y2atQoDB48GDt27EBbW5tLpmyz2Yxt27Zh8ODBLpPCCwsLsXPnTpSUlOCuu+5yOV5JSUn3NkREREREFEPsdugOHIChpAT6PXsAq1XV7lJGBqwLFsBaVATJueMtwlbOIVcxtw6z3W7H9773Pbz77rv46le/itdff91jsAwAgiDg3nvvRWtrK1566SWX5371q1+hsbER9957LwSnuz333HMPRFHEyy+/7DKU+8iRI/jrX/+KESNGYP78+aE5OSIiIiIiCivhwgUY/vpXJHz3u4h//nnod+xQHiyLImyzZsH8k5+g43//F13f+IZrsEwRL+Z6mF988UX8+c9/RnJyMkaPHo1f/vKXbtssXrwYkydPBgAsXboUn3zyCVauXIkDBw5gypQpOHToEDZs2IBJkyZh6dKlLvuOHj0ajz/+OJYvX47CwkIsWbIE7e3teO+999DV1YWVK1dCFGPushIRERER9R+dndDv2CEn8PryS9W72/PyYC0qgnXePID5jaJazEV2Z67MIWhtbcWKFSs8bpOXl9cdMCclJeHjjz/Giy++iA8//BBbtmxBdnY2Hn74YTz22GMuw7QdfvSjHyEvLw+rVq3CW2+9BYPBgBkzZuCJJ57AtGnTQndyREREREQUGpIE3cmTEEtKtCXwSkyErbAQVpMJ9pEjOSc5RgiNjY1SXxeCIoPZbEZ1dTVyc3O5ZAPFHNZvinWs4xTLWL8ppJqbIW7erD2B14QJcgKvmTOBuDjV+7N+R7aY62EmIiIiIiLyyZHAq7QU+t271SfwGjiwJ4FXTk6ICkmRgAEzERERERH1C0JtLcSyMogbN0K4dEndzqII2zXXoMtkgn3yZEAXc/mTyQMGzEREREREFLssFui3b4e4cSP0hw6p3t2emwuryQTr3LlAWloICkiRjAEzERERERHFFkcCr9JSOYFXW5u63RMTYZszR07gNWoUE3j1YwyYiYiIiIgoNjQ3Q9yyBWJpqbYEXuPHw2oyaU7gRbGHATMREREREUWvKwm8xLIyiLt2qU/gNWCAvGYyE3iRBwyYiYiIiIgo6gScwGv6dLk3uaCACbzIKwbMREREREQUHSwW6HfsgFhWxgReFBYMmImIiIiIKHJJEnSnTskJvLZuVZ/AKyEBtsJCJvAiTRgwExERERFR5GlpkRN4lZRoT+BVVCQn8IqPD0EBqT9gwExERERERJEhWAm8FiyANHhwiApJ/QkDZiIiIiIi6lNCXZ0cJJeVqU/gpdfDds01cgKvyZMBvT40haR+iQEzERERERGFn8UC/c6d8txkLQm8hg2TE3jNm8cEXhQyDJiJiIiIiCg8JAm6qiqIJSXaE3jNmSMn8Bo9mgm8KOQYMBMRERERUWg5EniVlkJ3+rTq3ZnAi/oKA2YiIiIiIgo+ux26gwchlpZqT+A1fz6sJhMTeFGfYcBMRERERERBI1y8KAfJGzdCqK9Xt7NeD9v06XICr4ICJvCiPseAmYiIiIiIAmOxQL9rl5zA6+BB1bvbhw2Tl4OaP58JvCiiMGAmIiIiIiJNdKdOyUHyli2qE3ghPh7WOXNgLS5mAi+KWAyYiYiIiIhIOUcCr7Iy6KqqVO9uGzdOHnLNBF4UBRgwExERERGRb5LUk8Br507tCbyKiiANGRKiQhIFHwNmIiIiIiLySLh4EWJZGcSyMm0JvKZNg7W4mAm8KGoxYCYiIiIioh7OCbwOHQIkSdXu9qFDYTWZYJ03D0hPD00ZicKEATMREREREUGoqoLBkcCrtVXdzo4EXiYT7GPGMIEXxQwGzERERERE/VVrq5zAq7RUUwIv+9VXo6u4mAm8KGYxYCYiIiIi6k8cCbzKyuQEXl1d6nZPT4d1wQIm8KJ+gQEzEREREVE/IFy8CHHjRjmB18WL6nbW6XoSeE2ZwgRe1G8wYCYiIiIiilXBSOBVVATr/PlM4EX9EgNmIiIiIqIYE3ACr9mz5QReY8cygRf1awyYiYiIiIhiQWsrxK1bIZaUaEvgddVVcgKvWbOYwIvoCgbMRERERETRSpKgO3QIYmmptgReaWlyAi+TiQm8iDxgwExEREREFGWE+no5gVdpqfYEXiaTnMBLZEhA5A0/HURERERE0aCrS07gVVKiLYHXkCGwmkxM4EWkAgNmIiIiIqIIJlRVyWsmb9kCoaVF3c5M4EUUEAbMRERERESRprUV4rZtcgKvU6dU726/6iq5N3n2bCbwIgoAA2YiIiIiokjgSOBVViYn8LJY1O2elgbr/PlyAq+hQ0NUSKL+hQEzEREREVEfYgIvosjFTxQRERERUbh1dUG/e7ecwOvgQW0JvIqKYJs/H9KAASEqJBExYCYiIiIiCpOAE3jNmgVrcTETeBGFCQNmIiIiIqJQamuDuHUrxNJS6E6eVL17dwKvWbOAhIQQFJCIvGHATEREREQUbJIE3ZdfQiwtDSyBV1ERpGHDQlRIIvKHATMRERERUZAIly7JQ67LyiDU1anbWaeDbepUWIuLmcCLKELwU0hEREREFAhHAq/SUugPHGACL6IYwoCZiIiIiEgD4fRpuTd582b1Cbzi4mCdPRtWkwn2q65iAi+iCMWAmYiIiIhIKUcCr7Iy6CorVe9uHzsW1uJiJvAiihIMmImIiIiIfAlGAq9582A1mZjAiyjKMGAmIiIiIvJAuHQJ4saNcgKv2lqVOws9CbymTmUCL6IoxU8uEREREZFDVxf0e/bICbz271efwGvwYFhNJibwIooRDJiJiIiIqN8TTp+We5M3bdKWwGvWLDmB19VXM4EXUQxhwExERERE/VNbG8Rt2yCWlmpL4DVmTE8Cr8TEEBSQiPoaA2YiIiIi6j8kCbrDh+UEXjt2MIEXEfnEgJmIiIiIYp5w6RLETZsglpZqT+BlMsE2bRoTeBH1I/y0ExEREVFsslqh371bcwIvKScHXSYTbAsWMIEXUT/FgJmIiIiIYopw5gzEsjKImzdDaG5Wt7MjgVdREezjxjGBF1E/x4CZiIiIiKJfWxvE8nI5gdeJE6p3t48ZA6vJBOvs2UzgRUTdGDATERERUXQKRgKvuXPlBF65uSEqJBFFs5gMmP/2t7+hvLwc+/btw+HDh2GxWPDb3/4W99xzj9u2zz//PF588UWPx4mLi0Otl6QQq1evxqpVq3D06FEYDAbMmDEDTzzxBKZOnRrUcyEiIiIiV0JDg7xmclkZhAsXVO58JYFXURFs06czgRcR+RST3xDLly9HdXU1MjIykJ2djerqar/73HXXXcjLy3N5TPTyBfryyy9j2bJlGDZsGO677z60tbXh/fffxw033ID33nsP8+bNC8p5EBEREdEVVisMu3YhbutW6Pft057Aa/58SAMHhqaMRBRzYjJgfvXVVzFy5Ejk5eXhlVdewTPPPON3n7vvvltRoFtZWYnnn38eo0ePxueff460tDQAwIMPPojrrrsOP/jBD7Br1y6vwTYRERERKSdUVyNh/XqMWL8eSXY7dDqd8p2NRjmBl8nEBF5EpElMRnVFRUUhO/a7774Lq9WKRx55pDtYBoBx48bhm9/8Jt566y1s2rQJxcXFISsDERERUUzrlcDLbrfD3tEBJCQo2t0+enRPAq+kpBAXlohiWUwGzFqUl5fjiy++gE6nw9ixY1FUVIS4uDi37bZs2QIAHgPi4uJivPXWW9i6dauigNlsNgde8CCyXEmUYVGZMIMoGrB+U6xjHaeoJ0nQHz2KuE2bYNi5E8KVumwHYLfb5b9f+dMTe0oKugoL0Tl/PuzOCbwirL1F1Bu/v8MvPj5e8bYMmK947rnnXP6dk5ODVatWwWQyuTxeWVmJ5ORkZGdnux1j1KhR3dsoUVNTA5vNprHEoeMt0RlRLGD9pljHOk7RRt/YiNRdu5C6cyfE+nrYAHhrHXV2dro+IAhoGzcOzTNmoG3ChJ4EXgry1xBFGn5/h4der8fIkSMVb9/vA+ZJkyZh1apVKCwsRFZWFmpqavDee+/hV7/6Fe666y5s2LABkyZN6t6+ubkZmZmZHo+VkpLSvY0SQ4YMCfwEgshisaC2thbZ2dkwGo19XRyioGL9pljHOk5RxWqFYe9eGDduhOHAgZ4EXl6GXNvtdnR2diIuLg46nQ627GxY5s2DZe5ciBkZGAiAabwoWvH7O7L1+4D55ptvdvn3yJEj8eMf/xhZWVlYunQpVqxYgbfffjskr61mKEA4GY3GiC0bUaBYvynWsY5TJBPOnoVYUgJxyxYITU1XHhQUJeOSDAZY580Drr8e9nHjIAgC3CfPEUUvfn9Hpn4fMHtz11134ZFHHsGOHTtcHk9NTfXag9zS0tK9DREREREBaG/vSeBVUaF6d/vo0WgvLMSpYcMwdOxYBhREFFYMmL0wGo1ITk5Ge3u7y+OjRo3Czp07u4dNOHPMXXbMZSYiIiLqlyQJuiNHIJaVQdy+Heg999jf7ikpsM6fD+uCBZCGD4fFbIad85KJqA8wYPaisrISjY2NmDhxosvjhYWF2LlzJ0pKSnDXXXe5PFdSUtK9DREREVF/I1y+DP3GjTCUlkK4cEHlzgJsBQWwFhfDNn16TwIvIqI+1K+/iVpaWnD69Gm3oLixsRHf+973AAB33HGHy3P33HMPXn31Vbz88su46aabutdiPnLkCP76179ixIgRmD9/fnhOgIiIiKivWa3Qf/EFxNJS6Pfu7UngpZCUnS2vmTx/PqSMjBAVkohIm5gMmP/4xz+ivLwcAHD48GEAwDvvvNO9hvLixYtx8803o6GhAXPnzsXUqVMxfvx4ZGZmoqamBp999hkaGhpgMpnw8MMPuxx79OjRePzxx7F8+XIUFhZiyZIlaG9vx3vvvYeuri6sXLkSIu+IEhERUYwTzp6FWFoKcfPmngReShmNsM6cCavJBPv48YqSfhER9YWYjOzKy8vxl7/8xeWx7du3Y/v27QCAvLw83HzzzRgwYADuv/9+7Nq1C+vWrUNTUxMSExMxYcIE3Hnnnfi3f/s36PV6t+P/6Ec/Ql5eHlatWoW33noLBoMBM2bMwBNPPIFp06aF5RyJiIiIwq69HeL27RBLSrQl8Bo1Su5NnjMHSEoKQQGJiIJLaGxsVDduhmKW2WxGdXU1cnNzmYGSYg7rN8U61nEKGUmC7uhRuTc5CAm8tGD9pljG+h3ZYrKHmYiIiIgCI1y+DP2mTfJyUOfPq9z5SgIvk0lO4GUwhKaQREQhxoCZiIiIiGRWK/R790IsKYF+3z7Able1u5SVJQ+5XrCACbyIKCYwYCYiIiLq54KSwKuoCPYJE5jAi4hiCgNmIiIiov6oowNiebk85Pr4cdW7M4EXEfUHDJiJiIiI+gtJgu7YMYglJdoTeM2bB2tRkeYEXkRE0YQBMxERUT8mSRxB2x90J/AqK4OupkblzgJskyfLCbyuuYYJvIioX2HATERE1M+0WIFlp4B19UCXBBgE4MZBwNMjgBS2DGKHI4FXaSn0e/dqS+BVVCT3JjOBFxH1U/xZJCIi6kdarMCiL4Dj7YBz+PTGOWDTZWDDNAbN0U44d04ecq01gdeMGbCaTEzgRUQEBsxERET9yrJT7sEyIP/7eDuw/BTw4pi+KBkFpKMD4vbtcgKvY8dU724fOVJO4FVYyAReREROGDATERH1I+vq3YNlBzuATy4xYI4akgTd8eM9CbzMZnW7p6TAOneuPOQ6Pz80ZSQiinIMmImIiPoJSZLnLPvSZWcisIjX2Ahx40btCbwmTYK1uJgJvIiIFGDATERE1E8IgpzgyxeDwGA5Ilmt0O/bJyfw+uIL9Qm8MjPlIdcLFkAaNChEhSQiij0MmImIiPqRGwfJCb48hVs6AF9hLBVRhHPnIJaWQty0SX0CL4MB1pkzmcCLiCgADJiJiIj6kadHyNmweyf+0gG4KhF4akRflYy6mc0Qy8u1J/AaMQLW4mJY58wBkpNDUEAiov6DATMREVE/kiLKS0ctPyUn+OqyAwYd8JUMOVjmklJ9xJHAq7QUYnm5+gReycmwzpvHBF5EREHGn0UiIqJ+JkWUM2G/OIYJvvpcYyPETZvkBF7nzqnb15HAy2SSE3gZjaEpIxFRP8aAmYiIqB9jsNwHbDbo9+4NPIHX/PmQMjNDVEgiIgIYMBMRERGFhVBT05PAq7FR3c4GA6wzZsgJvCZO5J0OIqIwYcBMREREFCpmM/Tbt8NQUqI9gZfJBGthIRN4ERH1AQbMRERERMHEBF5ERDGDATMRERFRMASawGviRDmB17XXMoEXEVGEYMBMREREpJXNBv2+fRBLSqDfuxew2VTtLmVmwlpUBOuCBUzgRUQUgRgwExEREakk1NRALCuDuHGj9gReRUWwT5rEBF5ERBGMATMRERGREmYz9Dt2yAm8jh5Vvbs9P78ngVdKSggKSEREwcaAmYiIiMgbSYKuogJiSYnmBF62uXPRZTIxgRcRURRiwExERETUW2MjxM2b5QReZ8+q3t02aRITeBERxQAGzERERESAnMBr/345gdcXX6hP4DVokJzAq6iICbyIiGIEA2YiIiLq17oTeG3aBOHyZXU7i6KcwMtkgn3iRECnC00hibyQJOaNIwolBsxERETU/1xJ4CWWlkJ/5Ijq3ZnAi/pSixVYdgpYVw90SYBBAG4cBDw9Akhh654oqPiRIiIi6if6fU+UJEF34oScwGvbNvUJvJKS5ARexcVM4EV9psUKLPoCON4O2J0ef+McsOkysGEag2aiYOLHiYiIKIaxJwpAUxPETZuYwItiwrJT7sEyIP/7eDuw/BTw4pi+KBlRbOovP5VERET9Tr/uiXIk8CothX7PHvUJvDIy5AReJhMTeFFEWVfvHiw72AF8cokBM1EwxerPJBERUb/XH3uihPPn5QReGzdqT+BVVAT7pElM4EURR5LkkSK+dNk5/YIomBgwExERxah+0xPlSOBVVgb94cOqd7cPHy4n8Jo7lwm8KKIJgjytwheDwGCZKJgYMBMREcWgmO+JciTwKi2Ffts2CB0d6nZPSoKtsBDW4mLY8/Oj9CJQf3TjIHlahaebYToAXxkU7hIRxTYGzERERDEoZnuimpogbt4MsbRUewKvoiLYZsxgAi+KSk+PkHMQ9J5uoQNwVSLw1Ii+KhlRbGLATEREFKO09ERFZI+zI4FXWRn0u3drT+BVVAQpKytEhSQKjxRRTti3/JQ8raLLDhh0wFcy5GA5ZhP5EfURfqSIiIj6QDgCU6U9UZG69JRw4QLE0lLtCbyuvVZO4DV5MhN4UUxJEeX8Ay+OidCbXEQxhAEzERFRmIQ7MFXSExVxS091dkK/fbv2BF55ebAWFzOBF/UbDJaJQosBMxERURj0VWDqrycqIpaekiToKivlBF5bt2pP4GUywT5iBCMIIvKKPfKkFgNmIiKiMIiEwNRTI7FPl55qaoK4ZYucwKu6WvXutokT5QReM2cygRcReRWp004oOrCKEBERhUEkroncJ0tP2e1yAq/SUuj37AGsVlW7dyfwWrAAUnZ2kApFRLEq4qadUNRh9SAiIgqxSF0TOZxLTwkXLkAsK5MTeDU0qNuZCbyISKNIGN1D0Y0BMxERUYhF8prIWpaeUqyzE/odO+TeZK0JvEwmOYFXamoABSGi/ioSR/dQdGHATEREFAahCEyD0SOtdOkpNYXqTuC1bRuE9nZ1uycm9iTwGjmS2XmISLNIHd1D0YUBMxERURgEKzD1lrzm0SHayqVk6SlFHAm8ysqgO3NGdTlsEyfCumCBnMArLk71/kT+MCjqfyJ5dA9FDwbMREREYRCMwNRX8pqNDUa8lq6t1edv6Smv7HboDhyAoaREewKvBQtgLSpiAq8oEk2BJ7MjU0innVC/wK8KIiKiMNEcmF7hK3lNRYeAVboMrAywjErKFGgCL9s116DLZGICrygSjYEnsyMTEIJpJ9Tv8GuCiIioD2jpofOdvEbAZnMyAFsgxfLOkcCrrAz6L79Uvbs9L09eDmrePCbwijLRGngyOzIBQZx2Qv0WqwgREVEUUJS8RpK3C+aL6k6elBN4bd3KBF79VLQGnsyOTA6Bju6h/o0BMxERURRQkrxGDFbymuZmiJs3+03gZZWAinagzgJIAAQAWUYg/5oJ0BUXRVQCLzaStYvGwJPZkckbvt+kFgNmIiKiKOE7eY2E+fGtABK0Hdxuh27/ARjKSqHfvdtvAi+rBGxvAtpscrB8KWUgPp+8ACUFRUgdlhMRw3TVzLv1Fjj194AqWgPP/pgdOdLeA6JYwYCZiIgoSvhKXjMmQcJDqZcADFN1zLZztVj3jzIkb9mIAU2XunuJxyTKPdbeVLQDTRCxfdw12FBgwt6RkyFdSeB1IQKG6SqZdwt4Dqh/mAu8Uh1dCa5CJZoDz/6QHTkak7ERRRt+lIiIiKKEr+Q1Px5iweUahROYLRbot2+HvXQjjm07hKwrvcTmK0+fMQOXuoBZaZ6DZntuLn4zxITVV81Fc1Ka+/Po+2G6/ubd/rQSKG9y3+b354D/q5F70KMpwVUoRWvgGevZkaM1GRtRtOHHiIiIKIp4S15jNgOXfe3onMBr2zYIbW040tYzpNplU8iPV7QD45KuPJaYCNucObCaTLCNHIW12wU0W7y/XF8P0/U373Z1LdBud99GAmDxcN8h0hNchVK0Bp6xnh05WpOxEUWbKP+qICIi6r8UBaMtLXICr9JStwRejmRdnkgA6rqAsePHy0GyUwIvAYDez8v25TBdJfNuPQXL/gS75zxa5pxGc+AZy9mRozEZG1E00vQV19TUhLQ09yFYkeJvf/sbysvLsW/fPhw+fBgWiwW//e1vcc8993jcvrm5GS+88AI+/PBD1NXVISsrC7feeisef/xxpHpZK3L16tVYtWoVjh49CoPBgBkzZuCJJ57A1KlTQ3lqRERE/tnt0B04ALGsDOKuXV4TeHmLKRtSBuCzyUU4eG0RyhbnuAUZLVagzUe0KaBvh+kqmXerNW4KtOc8WuecxkLgGY1l9iZak7ERRSNNX82rVq3CvHnzUFhYGOzyBMXy5ctRXV2NjIwMZGdno7q62uu2bW1tWLx4MQ4ePAiTyYQ77rgDhw4dwu9+9zts3rwZ69atQ1JSkss+L7/8MpYtW4Zhw4bhvvvuQ1tbG95//33ccMMNeO+99zBv3rxQnyIREZEbsb4e8Tt3ImHrVgiXLvnd3rkdbdWL2DlmOjZMMeGLkQWQdDrkxfU0tp0b3stOAU0+kmin6/t+mK6/ebcJeqDVpv64gfScR/ucU0cdYADW96I5GRtRtNH8tSxJvm9rVVdXo62tDVdffbXWl9Ds1VdfxciRI5GXl4dXXnkFzzzzjNdtV65ciYMHD2Lp0qUu2z333HN46aWXsHLlSjzxxBPdj1dWVuL555/H6NGj8fnnn3f3tD/44IO47rrr8IMf/AC7du2CKEbwLx4REcUOiwX6HTuQ9NlnyN+zB/EJCRCuZKv2J8sIbEnJxadTTCib6JrASwdg4UDg0Qr33tC1PoaCAkCy2PeBn795t7PSgLfPqxuWHWiCq2iccxqtPeL9QbQmYyOKNsp+UQGcP38eVj9rMjqrqqrCBx98oKVMASsqKkJeXp7f7SRJwjvvvIPk5GQ8+uijLs/9z//8D9LT0/GnP/3J5ebAu+++C6vVikceecRlWPq4cePwzW9+E6dOncKmTZuCdzJERES9XUngZXzzTSR85zuI+9//heHwYeW7JyTAunAhslb8Aq/+9y/x8czFbsHy6ERgc6PcID/TCZy3yH/+/hxwodP38a2S3BvZlxzzbu8fCuTFA4ON8p/3DwXWTwOeHQWMTXRvCAkAjIL748FIcKVkzmkkcfSI964Db5yTH29R3iykEHh6hOc6HOnJ2IiijeJ7g2+//TZ0Oh0yMjIAyAF0VVUVsrKykJiY6La93W6HTuEd7r5SWVmJ8+fP47rrrnMbdh0fH485c+Zg7dq1OHnyJEaNGgUA2LJlCwCguLjY7XjFxcV46623sHXrVo/P92Y2m/1uE04Wi8XlT6JYwvpNsUBobYVh2zbElZVBf2W6kXTlP7tdDsUcf3pivfpqdC5YgK5rrgHi4yEA+NjWiRfOiPj0sg5dkgCDIOGGAXZ02oF3L+ph7zXbVwJghQRfs4BF2NHZ2fefNQOAZ3Ll/1zmcl4J9D6eAI/n/r2hVvzvOffHH8+zwmAFzBoCRUkCLPY4+LpuFpuEjo7OiBlG+/NTIo63u9cBuUdcwjMVNiwf4f9iBGMeLb/D3RngvQ4HUlcp/Fi/wy8+Pl7xtooD5pkzZ+LChQuora0FIAeblZWVAIDk5GTk5OQgKysL2dnZMBqNOHr0qNeEWZHCUf6RI0d6fN4RJFdWVrr8PTk5GdnZ2T63V6KmpgY2m4YJVCHmeI+JYhHrN0Udux0JFRVI274dSYcOQbBa4atJ1dnp2v1rTUtD84wZaLn2WnRlZsoPXrzoss2DIvBgpmtgc+uFfLdAqYcAeAmadZAwx9CE6up6RafX1zyde1et58cv1/hZussPwZ4POczx9rwVZ896z7sSbmvrvdcBOwSsrZfwoOi5vG12AauaM7DJnAyrJK/nPT++FQ+lXkKSTvvwA36HuwtFXaW+wfodHnq93mv854nigNlkMnX//YUXXsC4ceOQlZWF2tpa1NbW4sSJEzhx4oTLPkVFRYoL0heam5sBwGvG75SUFJftHH/PdDQ4FGzvy5AhQxSXNRwsFgtqa2u7b3oQxRLWb4o2uosXYdy0CcZNm6BraJAfNBjk/zyw2+3o7OxEXFwcBIMBXdOmwTJ/PmyTJiFJr0eSx708kyRAqhMBH/d0RQB2SC4BlQ4SxiRI+MX4BCTrc1W8Yv9wk1XAH2olj0GoDhIWDxKQmxsZ101JHbDrRAwbluvWe9xqA751yIiKDsHlXFe3pWOfPQ1rJlqQ7G9dsl74HU6xjPU7smlK1zB9+nQMHToU48eP737MYrGgrq4OFy9eRHt7O3Jycrp7XMkzNUMBwsloNEZs2YgCxfpNEc1igX7nTohlZdAfPNjzuMIpTpbsbODmmyEUFwNpaRChPbun0c9L5hgFLM7svS6vgKdGCEgR+Rnz5OdjgK0t3hKRCfjZGBHxEZQ01F8dMOoEJCS4v9c/rQAqOjwlNxNQ0SHglzXxmpOb8TucYhnrd2TS9K28aNEit8eMRiOGDRuGYcOGBVyocHEMGW9qavL4fEtLi8t2jr9760H2tD0REZFPkgRdVRXEkhLot26F0NambveEBNjmzEHbnDk4YzQiNy8vKA0ufxl4F2dG/7q84eZIRLb8VO8bDXKCpkjLOq01C7OS5GaRlg2ciMgbTV/Nly5dQltbGwYPHgyDl6Fh0cDRA37y5EmPzzvmIjv3lI8aNQo7d+7sHjbhb3sionBh0OIqVNcjaMdtaYG4ZQvE0lLoTp9Wvbtt/HhYi4pgmzkTiI+HzWwGqoM3/9XfskzOGXhZ75RLEaPnRoOaOuAgSfLyU7502SP/3ImIHDQFzFu3bsWxY8fwwAMPeJ3/Gw1GjRqFwYMHY8eOHWhra3PJlG02m7Ft2zYMHjzYZVJ4YWEhdu7ciZKSEtx1110uxyspKenehogoHLhGqqtQXY+gHVeSoDtwAGJZGcSdOwEVyzUCgDRgAKzz58NqMkEaPFjdSagUbb2h0SjSA0Y1dcARAAuC/PnwxSBE/rkTETlo+rk7e/YsRo4c6TVYbmhowObNmzF9+vSIHqItCALuvfdevPTSS3jppZfwzDPPdD/3q1/9Co2NjXjggQcgOH2r33PPPXj11Vfx8ssv46abbuq+BkeOHMFf//pXjBgxAvPnzw/7uRBR/+NYI7V3788b5+ReoQ3TQh/URFIvkdLrobbMwbjOwsWLEEtLIW7cCKFeZfZovR626dNhNZlgKygA9CqzJQUgmnpDI0WsXSdfdcDbjaTrBgJvn1c/lJuIKBJpakq1tbVh4MCBXp8fOHAgLly4gN27d/dJwPzHP/4R5eXlAIDDhw8DAN55553uNZQXL16Mm2++GQCwdOlSfPLJJ1i5ciUOHDiAKVOm4NChQ9iwYQMmTZqEpUuXuhx79OjRePzxx7F8+XIUFhZiyZIlaG9vx3vvvYeuri6sXLkSYgQl7CCi2LXslHsQBzjWSJV7hUIxTzBSe7X9XY8b98plV1tmzdfZYoF+1y6IpaWuCbwUsg8bBmtREazz5wMRMJorloLAYIvUz0Sw9Q6Wvd1IGpUAjE4ETqgYyk0UDWLthhgpo+lrPC4uzu/C2kOHDsWZM2c0FSpQ5eXl+Mtf/uLy2Pbt27F9+3YAQF5eXnfAnJSUhI8//hgvvvgiPvzwQ2zZsgXZ2dl4+OGH8dhjj7kM03b40Y9+hLy8PKxatQpvvfUWDAYDZsyYgSeeeALTpk0L/QkSEaFvEutEQq+2N/6ux5e9cmkpLbPa66w7dUoOkrdsUZ3AC/HxsM6ZA2txMeyjRwelZcYGnn+BXKNI/kyEkq8bSZUdwL8PBkwDOJyfol9/uSFG3ml6m3NyclBZWQmr1eq1NzU5ORltahsKQbJq1SqsWrVK8fZpaWl47rnn8Nxzzyne584778Sdd96ppXhERAHrq8Q6fdWr7Yt05Tr4ux69KSmz4uvc3ALD1i0Qy8qgq6pSVxAAtnHj5CHXVxJ4BcpbA++pfCA1enN1BlWwGsGR+JkIB383kj6/DByYxeH8FN366w0xcqXpLZ4yZQref/99fP7557jhhhs8btPY2MihyUREIdJXiXUiZbkYT8FOi7r8WQD8l9nndZYkFJw6iDu/LEPS73YCXV2qXrs7gVdREaQhQ1Tt60urDbj5gHsD7/VzwFvngBwjcFNm/+4dCWYjOFI+E+Gk9oYdg2WKVv31hhi50vRTOXbsWIwbNw579+5FS0sLTCYTMjIyup8/ffo0jh8/jtzc3KAVlIiIXGldI1WrvujV9nQsb8GOVv7K3Ps6ZzZexML9ZVh4oAxZTfXIiwfgPnvHM70etmnTYC0uDlkCr+fPiF6vjRXAWQt7R4LVCG7uAur93CeJxSWUmAmb+ov+eEOM3Gn+mbzlllsQFxeHffv24cSJExgwYADS0tLQ3t6OixcvQpIkzJo1K5hlJSIiJ1rWSA1EuBrJ/obKegt2tPJX5qdHAOV1FgzctwvX7StFQdUhCJIEAUCSHhiT6P817EOHwmoywTpvHpCeHqSSe7b+ss7vtenvvSPBaAS3WIHr9wLtfi52rAaO4b5hRxRuXFOcHDQHzDqdDjfeeCPGjx+P3bt3o6qqCpcvXwYApKenY8GCBRgxgmkQiSiySH5+/KJJX6yTG+pGspKhsr6CHQBI0QMDDMA5M2Dz83r+yixUVSGjtBTbN23BiYutqOsCJAEQdECWQQ6WRW8NJUcCL5MJ9jFjwtKikht4yl4nEnpH+qKhGaxGsOPGjS+xHDiG+4YdUbhxJAU5BNycysnJwc033wyj0Qiz2QwAiA9CwhIiomBpsQI/PyVibX0+pDoRRl3sZLgM9zq5oW4k+xsqu+yk/2AnWQ/smwGMLwcu+BkuOzbBQ5lbWyFu2QKxtNQlgde4JGCcgnOwX301uoqLg5bASw25gScBUFYR+qJ3pK8zzmppBHu6Rv5u3ACxHTj2xQ07onDjSAoCAgiYjx49ik2bNqGhoQGAvNTUD3/4w6AVjIgoGHp6LPWwQ+jucgx0DmckDsEKR3lC3Uj2N1R2XYOyYEenA4w639sl64EN06+UWZKgO3gQYlkZxJ0aEnilp8O6YEHQE3ip0WoDVjQOwmWr8orQYpX3C1dwEykZZ5U0gn0F9sl6/zduknTAuimxHTiG+4YdUbhxJAUBGgPm48eP44MPPkB8fDzGjRuHhoYG1NbWdj9/7tw5HDhwADNnzsTAgQODVlgiIrV6eixdW3Ja5nD2dc9YpAhVI1npUNlbBgFv1Pi/4+8vKLonB0i9fBHixo0Qy8ogXLyorsA6XU8CrylTQpLAS6kWK7D4kBEVHXFudd2XNrscwIYrUI2UjLOORvCxdqB3lUvTA/cP8R/Y+7txY7YDs3b3n+8JBssUiziSggCNAXN5eTkSEhJw3333ITU1FZs3b3YJmHNycrB69WokJiZiwYIFQSssEZFawcpwGSk9Y5EmmI1kpUNlnx4JbGr0f8ffW89AXJcFXz+zGy9tLkHCl4dUT2y3Dx0Ka1ERrPPnhzyBl4OS+bQVHYKqYBmQg8VwBqqRknE2RQT+ORmYsxu43Gs5siYbsGgv0Gh1D6adA3tfN2QAeTDLeYv89/7+PUEUzTiSgjR9bdfV1WHy5MlITU31+Lxer0dubi6qqqoYMBNRnwlmhstI6RmLVY73QMlQWaV3/HtvN/hcFYr2l+FrRzdjIlq9J+vyJD4e1tmz5QReY8eGpcXkb0iwcxHkQNR7mQS4B38OvgLVvhhBEK4G6SvVQJOHtbvtcA+iez//ySVg6zWeb8h424ffE0TRj8Fy/6QpYBZFEaLoe9eUlBTU1NRoKhQRUTAEM8NlpPSMxRJPAWHxQGB0InDCT++x0jv+KeZWvHxyK1aWlkJ36pT8oIoGj/2qq+QEXrNmhTWBl7cRDa+fA96qATJEIO5K8rqn8v0Hor4CZsA1UA3V1INIyzirJGmXN132K3Pge924qbN4z8zO7wkiouik6acvMzMT1dXVPrcxGo3o6OjQVCgiomAJRobLSOsZiwXeAsI/ngdGJQD/MRj47LKy+WJu11ySoDt0CGJpqbYEXmlpcgIvk6nPEnj5WmvaKgG1V07JMdTX3+xpf9XSEagGY+qBr89BpGScVfKZ9sVxvZxv3NjtwITtPcOwPeH3BBFR9NEUME+cOBHr1q3D3r17MXXqVI/b1NfXIy4uLqDCEREFqmceq+QyZFVNhstI6xmLNFoCAF9D3Cs75J7mA7PUHVuor5cTeJWWak/gZTLJCbz8jKIKNaW9n46hvuOSgBqL5HFYtg7y84fb/AeqWqceKO2VjpSMs0o+0954C+x1utj5nmBQT85YH6i/09QiKCgowNGjR/Hpp5+ivr4eNpvrAKSqqipUVlZi1KhRQSkkEZFWjnmsz1TYsLZegl0nwqgXVGe4DGbPmL/GRzQ0TgIdtqt0iLvf69DVBf2uXRBLS6E/eFB9Aq8hQ2A1mUKewEvNe6q299MOoNkKjEmQUNEBjzeGVk8CbjvgP1DVMvVATa90JGWc9feZTtUDzTZ1gX2k9KBrwVUA+lakfe+zPhD1EBobG/3+LF+4cAGZmZnQOy2ZYbVasWbNGhw5cqT7sbFjx6K9vR01NTWQJAl33303cnNzQ1NyCjqz2Yzq6mrk5uYiPoxz9YjCwVG/hw3LRUKC+vrtLShwNKDX+xmq6q/xEerGSTAbY76uxdhE/8N2JQkYX+576OpgI3B4tvcyC1VV8prJW7ZAaGlRdwJhSuAVyHs6uRw406n8tQYbgU2TzXjqSAe2daXBCp1bINpi9R2oan1fHq3wHSTeP9T7vF3nehnugMHfZ/r9ycCvq9UF9oF+T6gRSZ/pcIjFNkqkBqXRUB9iTSzW71iiKGB+4YUXMHfuXMydO9ftuaqqKuzZswenT5+GxSL/yg4YMAAmkwljx44NfokpZPhhpXDoq7vowajf/gIOX/v5anz8c7L33r9AGiehaowFEiABch0o2O47IMyLAw7M7vVgayvEbdsglpZCd/Kk6nLbr7pK7k2ePTskCbyc63agDU5f19iTvDhg59SeOh4XF69pFIO/QN3T++J3n3h5eL0nfR0wKP1Mq/ne0vo9ofTYkfiZDodYa6NEclAaDfUh1sRa/Y41ij6KgiBAchrmtnLlSixYsABTpkxBfn4+8vPzAchvNgC+0UTkoq8bxcGidS1Gf/NCv34w+EtWhXLdaK3Ddp3rQIu3VMLoNXTVkcCrrExO4GXx0f3pgZSWBuv8+XICr6FDVe3rchwv77e3um2xB/aeepvr64mnob7+6qaWpFyCh9cJJCFeJKxtrvQzreYmX6jWbI20zzQFJpKXKmR9IHKl6Ks1MTERly9f7v53R0cHWltb3bZjoExEvUVCozgU1DSC/TU+jnhJxuR4XkvjJFSNMS0Bkrc64Ilj6OpPU+pheM93Ai+rBFS0y0v5SJADuiwjMCZZB0yfBluACbyUDKP3Vrd1grb31HHdes/1tdiBS13u195lTq2PtYOV8hWo6wGsqZevteMaBJIQL9IChlCMfPF2zGAnygv3Z5oCF6lBKesDkTtFrYj8/HwcOXIESUlJGDOGt5SI+ptAfhgjrVEcbkoaH/7mxWhpnISqMaYlQPK1RJIAIEknB18J9i585/xuPHisFAmHDvhM4NVpB7Y0ul7bcxlDsKqgCFsmz4du4AAYu4AbT2kbyeArGN7YAHw23XfdtqtocPoKzJ17Klttvof6moMQMDsH6mvqgfOdPesKWwGc7ZTXgi67DPxrMvBKNdDgY9UuX4muIjVgCJVwJcpTi6sAhF8kB6WsD0TuFDUhTCYTLl26hF27dmHXrl0AgL1796Kurg7Z2dnIzs5GVlYWUlNTQ1pYIgqfYA2j7m+N4t6UND78tTvUNk5C3RhTmwnYVx2QAExuOI0Nl0shblWWwMsq9QTLZmM8toybhfVTinF0mFMCrysjt7WOZPAVDB/rAMaV9/xbC7XrHvde8zeUDWnH61jswB/Oe97meDswa5c8tN7bNfCVUTqSA4ZQCHSkTaR9pikwkR6Usj4QuVLUfEhOTsZ//Md/4PTp06iqqkJ5eTksFguOHz+O48ePd2+XkJCArKws5OTkICsrC9nZ2Rg0iJ8qomgTrGHU/a1R7I2/xofSNXKVXqdQN8Z+mAusrgUu9+rR9BQgeasDieY2LDi0FYv2l2Ji7UkYBih//Yp24MDQq7Bhiglbxs2COS7B67ZaRzL4Wwe51cccbH+Cse5xOD4vq+t8P9/k4xqk6IG7c7wnuor0gCHYAh1pE+rrFSnrY/cnkRyUsj4QuVIUMDuWlRo+fDiGDx+O8vJyzJw5E9deey1qa2tRV1eH2tpa1NbWorq6GqdPn+7e9/HHHw9Z4YkoNII1jLq/NYq98df48LVG7uhEefjx5HJ1Pf2haoy1WOWyNnoY/puql5ficS6XSx2QJEw6/SUW7SvFnKM7YbTK3cCCTtlrOxJ4PZBahB2pwxSXWe1IBrXrIHtjEACbFPx1j7VQe1NKkoCOAG4KDDD4L3ckBwzBFoz3OZTXK5LWx+4vIjkoZX0gcqWoyv/f//2fy7JSN910E9LT0xEXF4e8vDzk5eV1b2uz2XDx4kVcuHABdXV+bk8TUUQKZiO+PzWKvVHS+PD0/MIBwOZG4I/n1ff0a22M+QusHDdTPMWTzTZ53VrnuiFJwNfES7jwWRmK95chu9H1d8GRqMsrnQ62qVPRZSqGfeoUSHoRZ8rRPeRaKTUjGZTc6PFHB+BbOYBR53vd41COwAh0WkUg9wyUlDuSA4ZgCtb7HOrrFa4h/5Gir88x0oPS/lYfiHzRtKxUaWkpFixY4BIoO+j1euTk5CAnJyd4pSSisAl2I76/NIr98df48PT8oxVAZYe2nn41jTE1gZWSmylPjQB+UdGFui27Ubi3FF+pPACbXYJVcg3CBABJemBMoodjDRmC1nlFWJ43H+93DUBXF2DYJZdLr6HhpnYkg68bPUroBGBtPRCnk4/15HAgrdeNgVCOwFA7raJ3nRQEIFEHtGq8AErKHekBQ7AE630O5/WK1eAo0pY4jJagNFLLRRQuQV1WioiiX7Ab8aFo5PV1wyLQ11eyRm6LFfjz+cB6+pU0xtQEVkpupmSdP43XlpVh/hebkdwhJ/AyX3nOIACicGUJKAHIMsjBsugoV1wcrLNnw2oyoWnUVVi0V8DxVvdyperlGy5KYzktIxnUrIOcrAMGGl2XfrJKQO2V7NGvnwPeOgfkGIGbMl0b56EagaFkWsVTI3wHD3dkA//nJemXL2rKHS0BQ6CC9T73l+sVCpG+xCHfS6LIxWWliMhNsBvxwWjk9XXPQDhf39Gw89e7p3aYsSdq5qt7u5mSaG7D/C+3YdH+Uow7Xwmb5Hk4r1UChsTJSc5cXmvsWFiLi2GdNQtIkBN4LavwXq4mG5AuAk1W5es6qx3J4Hyj593z3t8LHYB7BsvX6MfHgTdrPG9nBXDW4t44D9UIDH8jAdbUAxs9vK5z+ZaNArY2AhUd7scYnSCPEOg9AiKQcsdywBCK9zmWr1co9PclDolIO6GxsdHvNKXW1lb84x//wIULF7ofS0pKwtChQ7msVAwxm82orq5Gbm4u4uPj+7o41Ie83Yl3NO7Wh/lOvK/yjE1U1jMQSP0Oxuur8WiFsuHAeXHAgdmBvdbkcuBMp4/XiAcOzPJQtisJvBbuL0PhkR0wWi0QIA+Xtvr4VUnQAwvSryTwmjcPVpMJ0jD3BF7+yjUsDlg8yHXUwnUD5CDus8vBHa6q9PPgr8zO+90/tKdx3mINzggMRx0fNiwX0/bG47yPed6JOsBs935TzFE+57JZbIBR31M2IPaHUwdTsN7n/irQNora7zqicGIbPLIpCpgdnJeVMhgM6Orqcnmey0pFN35YyVkkNe58BZC9gw9vAqnfwXh9NZQEXsF4XUkCxpfDZ2A12Agcnt3Tm9VWewkr3t6I8bvKkH25tns7x3zkLknO6u3x9QQBx66aiu/8WzHs06YCoueKpLZcnnrZgz1c1d/nQUmZnXlrnAdSbuc6PmNvvKLgXU35fJWNw4PV4fVSL5DvcC3fdUThFMtt8Fj4vlPV7OWyUkT9RyTNlQvX0juR8PpKlzQamxB4wjTF89WtXdDv2QOxtBSJ+/fjF3YJFR1Anb6nbmQZgJEJclbv3moGDsaGKSaUTJqPlEED8MCMIJVL6Nne0zGCyd/nQW1mbW/D6YNV7kCTlnkqn6+yRXtjKNx4vcKLSxwShVdfT6MLNk1F5rJSRP1LXyfYCuXSO0pe3xLG11fSsEvWAxumB+dHx1dgNaL2NJ45sxEJb26C0NLS/bgoyPOQxzlta5WA7U09w7E7DXHYMm4WNkwx4XDu1YAgQAfgToWDjiJ5OTJv77OaIDXUjXM1Scs8YfBAsSaSv1OIYkmkJ9jTQlNxJ0+e7PU5LitFRMHU1z0DLVY583E4X99fw+6eHN8/NmqC996BlSOB1/X7SzGlthKz0pQdq6IdaLMBx4aOwfopxdgyfhY64nrWixKgLrlRNC5HpiZIre+Sh96H6o67t+z0DV1Aq833vgweKBZF43cKUTSKxQR7Af9EWyzyhBCj0ehnSyIibcLdM+A8lKi+y3cPtxCC19fSsNM6/ClFBDZMlfDWZ4chlJRi2pc7EGezyEs+pTkt+eSDlJaGd8bNw18nmHA20z2BFwAk6dQli1OzHFlfTxlwcC7z2nrgfKecHduTdrs8Tz2Ud9x7DyMH5Hmc/gLmYAz3J4o0/WXdb6K+1tfT6EJBVdIvZ0ePHsWmTZvQ0NAAAIiLi8MPf/jDoBaOwiscCQcipWFL0SUYWbud63dcXLzXeujttbwRBeBUofrGlr/Pgpqka1qzeAsNDRA3boRYVgbBaRUERQQBtqlTYTWZYJ06DeN3iSFNqNP7ekXD/KjmLuAXVfJ7WG+Rg2RPgpU4Tsl3uL+Ecsl64MjsyLmGRA7BbqOwPUKRJFaSfsVqgj1NP4nHjx/HBx98gPj4eIwbNw4NDQ2ore3Jlnru3DkcOHAAM2fOxMCBA4NWWIpO0dCwpcgWjJ6BVhuwonEQtl00wgrv9dDbUCJvMkQ5yFBCzWdBTdI1VcOfrFY5gVdJCfT79/d0PSok5eSgy2SCbcECSAMGAJB72UM9bL53sBzO+VFaG9aphp73cNI2oN1LAyKcd9wDHe5PFCuiqbFOFC36ehpdqGj6WSwvL0dCQgLuu+8+pKamYvPmzS4Bc05ODlavXo3ExEQsWLAgaIWl6BOLE//DIRh3vmPt7nmKCLwwWlkA6ak3cvEhIyo64mBHzxOe6qGvoUSexOn8X2dJkgN2rZ8Ff8dXMvzppbgzEMvKIG7eDKG5uft5qyTPP66zABLk4DfLCIxJdBqOHRcH66xZsBYVwT5unMcChXPYfDjmRwXzRp8keR+a7RDKxHXOYnEeZ6x91xERRbNYTLCnKVSpq6vD5MmTkZqa6vF5vV6P3NxcVFVVMWDu52Jx4n+oBKOBHou9+UrPydd2y04BFR2CS7AMuNdDpUs6Ofj64u9dnhab57mjgX4WfJU50dyGeYfL8dWDpUhoP+H2vCOzdZtNDpYdzpjlRGfXTB8D3XUmWGfPBhIT3fZ3Fs5ALNTzowK50ad1yalw3XGPlXmcsfhdR0QUC2LxxqymnxVRFCGKvndNSUlBTU2NpkJR7IjFif+hEIye+FjszVdyTsl6/723rVa4BcsOzvVQzVq6/hJwqZkHHchnwa3MkoQJZ47g+n0lKDyyA0arBQk6AAPc93VktnYOlpuS0lA6cS42TDFh4eRcvHKVsnKEKxALxzJjSm70vTC65/jegren8uVh2UBk3XGPpDXWtYjF7zoiolgRKzdmnWkqcmZmJqqrq31uYzQa0dHRoalQFBv6ev3caBKMnvhY7M33dU5H24Fx5UCKXm5At3qIRBznHq/z/TrO9dDfWrpJOiDD6PuLX+086N5lUOvGQcD7RxpgOrARC/eXYfDlngReAoBBRuBIm/uw69or/5YEAbtHT8VnBUXYOWY6bHr5pN65ADw7Sl1m61AHYuHorfV3o++Nc8CHF+XXKR4IbGsCTvR6v18/B7x1DsgxAjdlAj/Mjcw77tH43RuL33VERLEk2m/M9qYpYJ44cSLWrVuHvXv3YurUqR63qa+vR1xcXECFo+gWScMQI10weuJjsTff33ziVi/DnJ3ZAXT6iVyd66G/oUSfTu3pNdRabn9lUOxKAq+XPi/FNzbtQ7tVcuktFgAk6uW1d9s9DLu+MCAHn04xoWTSfDSkuidotErA8pPAi2NdH1fy4xfKz3Uoe2uV3OizoScD6P+d976dFcBZS0/P5z8nA7+ujp077n0lFr/riIhiVSy08zX9RBcUFODo0aP49NNPUV9fD5vNtcVaVVWFyspKjBo1KiiFpOgVScMQI1UweuKDdYxI+lJTO5/Ylzgd0GGXIHkYlt27HgY6lEhLudV+FoTqaoilpS4JvGanXkne1dXzXmYZ5M/eWXNPsGwRjdgyfhY2FJjwZZ7nBF7OPmkAXkRkzRkN5fwoNcPylXL0fP66OrbuuPcFjlwiIqJw09TMEQQBd9xxB9asWYM9e/Z0P/7++++jvb29e+7yzJkzg1NKilqxOPE/2ILRE6/1GJEUBPUWzMBFADA6XkKl2XUus7d66Gsokb+GuNpyK/4stLdD3LYNYmkpdCfkBF5KMlxvvCw/d3zIaGyYYsLm8bPRHp+kuHxddnk94ev3Rs6c0VDPj/I3LF+L3j2fDOa04cglIiIKN83NClEUsWTJEhQUFGDPnj04ffo0jh8/DgAYMGAATCYTcnNzg1ZQik6xOPE/FILRE6/2GNGQOCdYgUv7lQN8NbERu6xpsEKnuB4KgvobC77KLUCeB50iKvgsSBJ0R47IvcnbtwOWnoV8/WW4npUG6FJTse6qeVg9sQhnsvIUXCl3BgFYXhV5c0ZDOT/K242+QLHnMzg4comIiMJJaGxsDNKgR8BsNgMA4uPjg3VICiOz2Yzq6mrk5uaG7D1kY9Ezb8Gro/dxfQBZsr0d49EK343O+4f2/TxAtdmmfdFBwteTGrFyUgLi4uIV10Nf13VsoucbC0rei2S998+C0NAA/aZNMJSWQrhwweM2R9rk4Lj3F7gkCNgzagq2TjXh2PjpOG8T4Wuad7IOaLO7H8dR3vuHAp/UA2c6vR8jLx44MMvHi0ShFiuw7CTwZg18Xj818uKAA7ODdDAPwvEdHgmC8X1J0ae/1G/qn1i/I1tQf1L4BpM/DJY9C0ZPvNpjREPiHE/n1GL1HuD5YoeAzeZkADZV9VBLRl5N7+eVBF5iWRn0e/fKd5d8cAzDdjg/IAefFRShZPJ8XErNkB/0E+npANyZLWd57n2OAuTg48l8OSO0L5Hec+oom5oypojAS2OBdZd83yxwEOC7TrLnM3g4comIiMIpqD3MFN14dytyBCP48Jfga3x5T6ZfTwYbgcOzIysIkiTvay4LAPSQMxN7k6nrwoFrbUhIUF6/J5cH3rvq670Qzp6FWFICccsW2Bqb/M5Jdii7DDTrjNg6bibWTylWlMDLmXNvHCAHH2vq5YzanXY5UdpAA3DTIGDtRTnbszeh7jnVwjGMfm3vcxLlZZ6UztP3NRIDkN+jMQnA3HRgQwNwvtO9Doar57O/fodH8s0aCp7+Wr+pf2D9jmy8D0sUgYLR+AtFkrC+Jgi+e5fW1ANnfQS3ospzUpKR12zV0GBvb4dYXi4n8KqoAKBsTrIjaLaPHo13ckx4b4y6BF56yAG4p964p0bICcJqOuXgsN0OtHfKwWKa6L0HNRJ7Tr0N2W23A+0W4Pcq5un7ms9sEIB7c4BnnNaqbu4CflHFns9wirTvKSIiii38+Sbqp7QkzomUnhxvCZ8k+DonCfPjWwEkKH4dJTcW6qzApO1yT6xzr6VbojBI+M+mI1haWYaknduBTtfI/li75zWlJchB9EEhBRMXz4d1wQJIw4cjoQIwn1N8KgDkYPnLWYBO5/6cr6HnTVYgTQ8026Ij2723c3GQoDxZmbcbNDcOBJ4e6R4Epxq4dBQREVEsYcBM1E8pXfIrkpeeAlwDEl/nNCZBwndSLgEYpur4Nw4CXvcTmJ7tdM0uDvT0cKa1XEbxwU1YtK8UQxvOY6/etbcYkHuXz3noGZcEAV+MLMD6qcW4MGk69hb2XHAtmZzrLMDjlZ7fO39z2lNE4Bs5kdNz6isY9XUuDkrn6UuS9ozcDJaJiIiiXwQ0d4moLyhJnBMNS08583ROogCkikCjBbizbjjiG/T4ioo5rE+PAP5Q439otnMSsC6LFelffIEn95fimhN7IVxJ4OXoLa5oB8Y5jaQ+3g7YnY5/YUA2NhSYXBJ4De6VtMpjQjSb515qBxs8v3eSBFj8nJ9VAl4Y3bc9p0pu3igZRu/gLVlZpN8kIiIiovBR9NN//PhxZGVlIT09PcTFIaJgUBrQ+Os505Ihuq85n1NzF3D9XnkJJjt0AHSARV3An6wHMgzABR9JrxyGXDyL5LJSTNu7GV9ta/K4jQSgrgsY5/TYRQtgEeUEXhsKTDg0fLzbm+FpTnnv96+yHbhml+8yenrvWm3yPGlfnF+/r4JlJTdvlAyjd/B0TaPtJhERERGFlqKf/ffffx+AvGxUVlYWcnJyuv/MyMiAwHFnRH0u0F4xTx/jaFh6ypflVYEH/IIAGH18xSV0tmPu4e24fl8JrjpXAb0A2Pz0cDqvGGUbNQp/yDbhg6vm+Ezg9ZUM/+X898O+t3Ho/d4tO+W7V1ZA3yf2UnPzxtf8fAdv8/Sj8SYRERERhY6igHnhwoWora1FXV0dzp07hzNnzvQcQBSRlZXlEkhnZWVBFHkLnihcgtUr5pJAS8HQ1khffzdYAb9bACZJGF99FIv2lWLuke2I6+qZgGxXMBy4LSEFXU4JvLaUyxmpvREF4KmR/o97tM3/Ng6O967VBvz5vO9t9ULfJ/ZS8176m9/tWGP6qRHu9TfabxIRERFRcCmKaq+55pruv9tsNtTX12Pnzp348ssvYbVaUVNTg5qamu5tdDodBg4ciOzsbNxyyy3BLzURuQikV8xXz3Q0Lj3lEMyA3xGAXay9jKIrCbyGNHiOMnVeepgdCbw2TDGhrWA6THMM3c/56xG9N8f/DQ+73fOyT94YhJ41rVv9ZMjKEOWh6X1F7XvpPL/bsQ6z2Wlt6esHyte6cJdrnX8qP/pvEhEREVFwqe4G1uv1aGpqwuHDhzFv3jwUFBQgISEBjY2NOHbsGHbv3o329nZcvnwZ9fX1DJiJwkBrr5i/nunrBgJvn1e39FSkCNZa01KXFcY9e/HceyUwHtgHyWb3GJgKAJL0cnIs54C5Nj0LG6aY8PnkBd0JvHJ7vaa/jOXPjvJdRkBeKkppDOd47xw3WvyJ0/VtgKjlvfQ0P9/Ro+6rzuuj+CYRERERBZ+mcdObN2/GmDFjUFhY2P1YRkYG5syZg2uvvRZr167FuXPncNtttwWtoBRZ2MPS9xw9w59cBM75SUjlrVfMX8/0tSlAmghctro+H6nr7/amda3pVhvwv+VnYfu8FDP3bUZ8WxNEyfvwXr0ADI6Tr0lFO1BhlRN4fVZQhIPDJ7hdeKvkP+O1lmWbrk4CvlQwLNvx3hXu8r/8UqTcGNHyXjo4JyvzV+fHJwE1ndF5k4iIiIiCT1PA3NDQgFGjPHd5GAwG3HzzzXjjjTewf/9+DB48OKACUuTgUiuRw1vPsDfeesX89Uz/tU4O7npL1QPvTw7uMN1Q3IRRu9Z06bkOTDm0HTN3l6Dw7PGesvkqN+Qe5ctdgHXkKAwpMmGeMAfNcd4TeCnJeK3lWqyeCIzf4XubBB3w6VT5vVOy/NLYBNcbI311s0zpe+mPvzrfaAXGJgb+OkRERBQbNIU5KSkpOH/ee5YYvV6P0aNH49ixY5oLFm6TJk1CdXW1x+fuu+8+vPLKKy6PNTc344UXXsCHH36Iuro6ZGVl4dZbb8Xjjz+O1NTUcBQ5pHo3iiNpqZX+2Lvd+5y99ZJ54qsn1e98TS/PN9qAa3cBKfrAbpyE+iaMy1zWi3aYrTbEi3rclKnrWWu6S8J3PjiGMeUleK5XAi9F55CQgtJJ8/B5QRGunzYcL44Bbj8G/J+Xr0glvZRa6/eQBGCIAajxsUSU9UpdUjLMOVkPbJgu//3Rir69WRaMXngldd4mAeunAr+oCqy3n6g/64+/00QUuzT99E+YMAFbt27F4cOHMX78eI/bWCwWtLWpSNkaAVJTU/HQQw+5PT516lSXf7e1tWHx4sU4ePAgTCYT7rjjDhw6dAi/+93vsHnzZqxbtw5JSd57lyJVqw1Y0TgI2y4aYYVro7ivl1rpj73bvs7ZVy+ZM1+9YmrWq/Wk1Sb/B2i7cRKumzCOnttnci04c6YaeXm5iI+Ph3D5MvSbNqHyX2X4zpkaVQmzJEHA3pGTsaHAhB1jr4FVlBN4OeaKLxsFbG/qm17Km7OA1895f75L6vm8+hvmfE+O/PdIuVkWaC+80rnQqYbAe/uJ+pv++DtNRP2Dpq+wWbNmobKyEh999BFOnjyJOXPmYODAgd3P19TU4MiRI0hMTAxaQcMhLS0NP/nJT/xut3LlShw8eBBLly7FM8880/34c889h5deegkrV67EE088EcqiBl2LFVh8yIiKjjjYnVIHORrFrda+W2olknq3A6W08e3rnDc2ABY/0Z0OwLB4/71iStarVULLjRN/N2GWnQReGhtgwXoRbFaIX3yBuC1boN+7F7Db0XVZeXbp2vQsfFZQhM8KiroTeDlzzBUP1pxkLZ4eAbxV43kovYPj86pkmHNf3yzzRmsQq3YuNINlIv9i6XeaiKg3obGxUU3HSjeLxYKPP/4Yx4/L8/wyMjKQmpqK9vZ21NXVQZIkzJ8/H3PmzAlqgUNl0qRJAICDBw/63E6SJIwfPx4tLS04duyYS0+y2WzG1VdfjcTERHz55ZcQoqil9WgF8MY5ySVYdtABiNcB7T6iqsFG4PDs0DQu5bJ5b+DePzSy10XVctf90Qrg9+c8B3I6AIn6nt5dT5J0wNE5/hsoaudC+5MXDxyYpWzbyeXAGR+jn/UAhsYFp4dCOHcO0vr1sK5fj2SrFTqdrvu5ssvykkPeWEQjtl09AxummDwm8HKWFwccmO3+eDh7KSUJuHobUOtjWLbz57XF6jmwfzJf7mn19z6pec8jgbc677hJsD6KG/ZmsxnV1dXIzZVHURCFSzh+p1m/KZaxfkc2zc0Co9GI22+/HVVVVfjiiy9QVVWFS5cuAZCHNs+cORPTp08PWkHDwWKx4M9//jPOnz+P9PR0zJgxozuQdqisrMT58+dx3XXXuQ27jo+Px5w5c7B27VqcPHnSa2K0SCQP8fXcorcD6PQTTYVyqRWtSyZFArV33R3B9ZtegmVAPo7k5/1os8uv6++uvqMndNlJ4M0awEcMrojSNWoVzSWFHKj1vlaKg8+ODojbt0MsLYXu2DHY7XZ0dHQACQkum3k71InBI7GhwISNEwvRHu9/ioWvucnhvHcmCPIyUL44f16dhzk3dwHLq4BP6oEPL8o/EPU+Am8g+tYlVtr7H03nRNTXovl3mojIn4Dvo+fn5yM/Px+AfHdEr9fDYDAEetg+UVtbi4cfftjlsYULF+K1115DRoY8/LKyshIAMHLkSI/HcATJlZWVfgNms9kcaJGDQpIAiz0OvlZxjdNJ6LADksdtJKToJNS3WYKaNVlp2Sw2CR0dnYobt+FsCP/8lIjj7Xq3mxHycFYJz1TYsHyEvGZTq80xLF7wevPCwSw5ok3v2/U+vjcGAM/mAZ/UG1Ft8RNp+SHCjs5OP2tcdW9rhBxm+ua4VjfskdBiA7okAQZBwvUD7PhJntW1zkkS9BUVMG7cCOOOHRA6O7uPYbfLzTnHn4B8UyLTIKC6U4AEOYFX2cS52DClCFXZ+YrOw3GkMQkSfjzEgkj4WC9KF/GHWvd6BwA6SLg+3Qaz2bVeeK9/EnzVMzXveaQwAHgmV/7P+fugtRP4eYWI9Zd1vutZhLJYLC5/EoVDKH6nPR6D9ZtiGOt3+KnpyQ84YHa8sUajMaqHEHzrW99CYWEhxo0bB6PRiGPHjuHFF1/Ehg0bcNddd+HTTz+FIAhobm4GIM939iQlJQUAurfzpaamBjZboH16wSHY8yE3Iz1LhRU5oh2nrEYPQbOAIx3A9XsFvJVZjSSdplH+mssm2K04e9ZzhnOHNruAVc0Z2GROhlUCRAGYH9+Kh1IvBb28ztbW5/vouRewtl7Cg6Jc9hWNg9zmkHsj1xrf2/U+vj9zDIOw2pKu4PU9B1A6SJhjaEJ1db3f15IkNa8nn8vhDji9roA/1AoovWTDW5nVSG1tQsru3UjdsQNiXR3sALzFre2dFlRZDWiwiXKPiCDgy5ET8fGU67B97LXdCbwACSLkaQq+yyhhjNiJ19LP4nKNhMt+zyb07tUJKBVzUWU1upRdBwn5ogXf0lWjutq13nuvf97PXc17Huna7AL+82IuqqzONxpc61kovyuCqba2tq+LQP1MMH6nlWL9pljG+h0eer3ea+enJ5oD5qNHj2LTpk1oaGgAAMTFxeGHP/yh1sP1uccee8zl39dccw3+9re/YfHixSgvL8f69etxww03BPU1hwwZEtTjBeImq4A/1Hqbwyzh5kwBj+dJWHJIwpcugYvMDgFVViP+ZM/H8uG+ezSDXbbFgwTk5uZ63b/VBnzLQ8/Z6rZ07LOnYc3E4PeMA3JQKNWJPsc523Uihg3LhSAAW+uMioJHfz1+3o7vzy+GAPsOSajo8D48X+b5fRiTIOEX4xOQrPf8XrTagOfP9PTe6QUJqXqgySZ5Gbng+3UFmw1Zxw/g8okSzDz9BQRHz3GvIdcOdrsd7Z0W7O9KRLsNqE3LxIYpJnw+eQEa0jKQqgeydRJskGAQJNwwwI7H86x4/oyIN2v1Hs/bUS6zzoirhw9TcA7hs36YhBfO2PCpU2+pfE4SkvXuZd12UWn9kyl5z6PJk6fEXsGyLJTfbcFmsVhQW1uL7OxsGI3Gvi4O9SOB/k4rwfpNsYz1O7JpCpiPHz+ODz74APHx8Rg3bhwaGhpc7oicO3cOBw4cwMyZM12yZ0cbnU6Hu+++G+Xl5dixYwduuOGG7jWWm5qaPO7T0tICAIrWYo6kHvmfjwG2NNvdgiU5EY6An40RkSKKaPExd9YOAeubRKyID27GnJ+PAba2eEvSI5ctXvT+mj+twJXzci9vRYeAX9bEh2xuldHPiGNRJ+BnZ+Oxrt732rku+0CA0ma7UScgIUFZPYsH8Nn0nrmd58zK5zSPTxLwyVQBKaLn12qxAjcf6P0eCtABSBeBJD1Q06ks8djQ+nNYuL8M1x3YiPS2JggANuvko2UZgTGJ8ggCTyqlRHwyrhCfTil2S+DVbAO+kSPghdG4krBPB0DEz0YDb9fC5zW3Qoe4uPiImvMaJwErxgEr4Bh23HNOvUmS7/Nz1pOBXcBTI7y/59FmQ6OvOZih+W4LlWgf8UXRJ9DfaTVYvymWsX5HJk3fXuXl5UhISMB9992H1NRUbN682SVgzsnJwerVq5GYmIgFCxYErbB9wTF3ub29HUDPHOWTJ0963N4xxzmaEn4BcqKbNRMtePJwB7Z1pcEKnVsiHCWJmkKRACjQJXr6MhmJvyVsWq3Kl3XSA/ivocCaeuCsj6zFzhqscvZSpVmmHQmgXhgNjNsGXFAYxDfbfCdLWnbS+9JETVbgzmx5v9drPB8/zmLGvMPlWLSvFOPOHnN5TkJPluszZuBSFzArzTVoto8Ygfa5c3G3sRCVxgEeX8NbXUg1ADlG4KyPaUWhTHqnhtZ1UNWsyZ1tBPbPjIzzDZa++m4jihV9uZQeEVGoafoKq6urw+TJk732our1euTm5qKqqirqA+Y9e/YAAPLy8gDIgfDgwYOxY8cOtLW1uS0rtW3bNgwePFjVuPhIkawHfpRej9zcBI+9ZUoa1aEKHJwz+apptDZ39W2WX1/r3KaJQKNV2RrAOsjB8otj5O29LTnVW6tN2zqYguC/d9xZpw149Diw7lJPoFY8UB7E/HmDHOD7u2mxZfqV9YMdT0gSrj57HIv2l2Le4XLEW/xn05IAtNmAinbg6uxkWOfNg7WoCFJ+Pjo7zGjepfd5d8JbXbgp0//avX0dTAW6DqrSNbkj5eZAMPXldxtRrND6O01EFOk0pcQVRRGin6E1KSkpihJfRYKjR4+isbHR7fHy8nL89re/RVxcHG655RYA8rDGe++9F62trXjppZdctv/Vr36FxsZG3HvvvVG1BrMngiD/4PV24yDvlcbXsjrBpPTStliB6/f6Xj8aCG1D2HHX/f6h8nq1g43yn/cPlddKVppCaHSCfJceAH6Yq7w3EHBkmZbv/KtxY4byL4hLVuCNGnkZqPMW+c//Ow/84bz8d39BWJddvlY5cUB6ayNuK/8Qv3vtEbz09k+xaF+pomAZACRBwBcjJ+PZry5Fx6pV6PqP/4B9eD4A+T32NlTbwVtdeHoEMDbR/Xo4bnysuQiML5fXLH60Qq574bbslPdefCXvv+McfQnXZ7wvRMJ3G1GsiPImEBGRC009zJmZmaiu9p3t0Gg0ymueRoF//vOf+M1vfoP58+cjLy8PcXFxOHLkCEpKSqDT6fDKK6+4JKtYunQpPvnkE6xcuRIHDhzAlClTcOjQIWzYsAGTJk3C0qVL+/BsAtNmF/DkKREbGj0P6fTVY3pVYk9Q11tf3G1edgo41u57m2A2hL2do6e77pIkr3OrhND9P9lLpwGLymS9SoeeOw/p7bQDOgGwK3gta4DJg+PsNoh79uJ//1UK4QunBF4K1V1J4FUyaT4upmci2wA8WuXa470oXcTsuFZ80J7mJTGN97rgabihKMjXq9EKl8zYWnr0lfD3GQp06oHjHH9aCbxzwf099fcZj3Zav9uIiIgotmlqzk2cOBHr1q3D3r17MXXqVI/b1NfXIy4uLqDChcu8efNw/Phx7N+/H9u2bYPZbEZWVhZuv/12PPzww5g+fbrL9klJSfj444/x4osv4sMPP8SWLVuQnZ2Nhx9+GI899pjLMO1o0mqD07IqPXoHAErnKWmdTxksay/678ENtCGs9hwdAY+aOaMSgBNXeghfHAOsrtNWVn9Dz70N6QXk+dOAexIwHQC94H/+pzdDLtXghn2leKByE+JsjbheArYLQBv8v3ddogHlV83A+ikmHMif6HJijh5v5/P4Q60eefoEjIqXUGkWVAdFvW98PHZC/mz0Lqdzj26gc+OV1q9gzcFNEYFXrgKeHQUsPwl80tB/5iJyDiYRERF5IjQ2Nqpu6kqShL/97W+oqqrC9OnTYbPZsG/fPjz++OMAgKqqKvztb3/DqFGjcMcddwS90BQajxyx4g+17suqAHJAcf9Q9wDAWwPcW/ClgzzsM9i9b71JEjB0s+/h2HoApwrlpE5aBHqOj1YoT/gFyEO5988EBm1Unr3aZf844MBs7eVJ1gH5CXKPqk2Sg4kbBwIf1gMXfCTE6i3OYsbcI9tx/d4SjD97DEl61yRdVkmeg1zXBXR4ONHKnBHYMMWEjRMK0ZaQrPyFIS9v8q1MGxKMYsBB0eRyebi5N3nxwIFZqornQm398lseP++/N/11LmI0nrfZbEZ1dTVyc3OZZZViDus3xTLW78imKWQRBAF33HEH1qxZ050UCwDef/99tLe3o6ZGTnU7c+bM4JSSwmL9ZZ3XdVi9Den01qBUMp8yVJmpHeXqVBCJOoJlLY3jQM/R2xBQbyxXegi1dOYqGXrua0gvALTagcNtcrC2fmrPtVt3SUEBJAlXnavA9ftKMO9wORIsZsTrgax492WgRAEYlwRcDeDTK8duTUhG6cR5+KygCKdy8r2+jHBlf2+9rXYIKG3S4eCcwBLThCOrstr65S8ju9apB9EWNAYr0I228yYiIqLQ0BQwNzU1IS0tDUuWLEFBQQH27NmD06dP4/jx4wCAAQMGwGQyBbxIPYWPHAD4biGqCQBCuZSTkjJIEhCn893DHKcDfnxcDsq0DBkP1pzR5afkQMdfr/GlLqDNDiTq5OBVjdF+hhsrCQCBnmDtF1Xy8Z6ulNdP9iattRGmQ5uxaF8ZcuvPApCD2rx4OSj2RRAE7B8xEeunmLB97LXoMhj9li9B17PElDddktBdh7QGReHIqqy2fvXnObjBmP4RjT3KREREFHqaAuZVq1Zh3rx5KCwsRH5+PvLz8wHIwwkAcChBFJIDAAnw0sMMKA8AQtH7pmWu8EAD0O4jmLNIwJu95rkqTdgUzDmjL4yWE4Cd9zOsuUuSg+s7suUM1Gp4ynjuTM2cajuAtfVASQNQ4SGvn85mw/TKfVi0vxTXVnwBvb3nVoAAIEkv9yp7LWtmJqxFRbAuWIA/n8rEET+J25z5y4gO+K/nSkhS6Hp0HcdXW7/66xxctctpOV+zvs6zQERERJFPc5NA8tACdw6Uq6ur0dbWhquvvlrrS1CYXT/Ajj/UCqozCPcW7N43revL3uRnXVlPmZ2VDqcO5jmqCVY/uQRsvQbY2ug5WPWmssP/OSldhxeQe7t7B6dDLtVg4f4yXHdgIwa0NiJZDwwwyutgO4KULIP7EGwAgMEA64wZsBYVwT5pUveFeycRuGaX8vP0T8Jlq4Dx5eqDo97BlR7yklJN1uD36GqtX/1xHVQlQ9efGuEeGF83ENjSKH82tNw0IyIiov5BcXPg/PnzyMzM9Lv+skNVVRW2bt3anQiMIt9P8qwovWRDldXoEjRrCQCC2fumda6wryGqOsH7UkhKh4wH8xyVBqtnzcCyk8CHBcCvq+VydtrkodptNu/zmx3n9MJo70HU0yOAjQ3A8Q7/86Qd88PjLGYUHtmB6/eVYHz1UZdtbAAm+Bl2bc/Ph9VkgrWwEEhJcXmuxQp860s/BVFFPqtWu4DWK735SoMjbzdtBABpenlfqxTcHt1A61d/CJYB/0PX19QDGz18D/zByyiNcOVZICIiouiguEn39ttvQ6fTISMjA4AcQFdVVSErKwuJie7jK+12O3Q6XfBKSiGXrAfeyqzGn+z5WN8kBjSk8+kRQNmVRmpv/ubT9qZ2LqejZ83rENWBwAcXgdou76+pZDh1MOeMOo511M/wYzvk5ZLKGoE5aYDdLvfgKsmafc4MjNsGGHWuPastVnku8j9qlQ1p1kkSJtZUYN7eUsw/vA3xFrPH7STJKeO1RQ5XBQCp6ckYc/1c6BeaIOXne73OjhslgdADyDTIS6bJ875dX0hpcOTtpo0EoMkGfCPH980ILfrznGSllAxdb+iS59mrmfYfaJ4FIiIiih2KQ6CZM2fiwoULqK2tBQBUVlaisrISAJCcnIycnBxkZWUhOzsbRqMRR48eRWpqamhKTSGTpJOwfLgVK+LFgId0eps3W2sGWq3KAnClczmbu4DlVZ7nIjqGqDq2+aQeuOgjWAaUDacO5pxRx7Fu3At82eZ7W0eQpzaYtAG4cOW8Xz8HrK4FNkwF7jqkbHh3alsTFh7chDsOlWFQ3VkFybWA8ia55xsA9o2YhA1TTNg59lrkpRoxtxP4vNz73FF/WbuVGBoH7J8FFGwHWjvVZYB35qssEnrWYw7m3Nf+OidZDSVD1zvt2upRoFnOiYiIKDYobnKZTKbuv7/wwgsYN24csrKyUFtbi9raWpw4cQInTpxw2aeoqChoBaXwC6ShuOwUcMJLENZkB+bslteo9dfoV9Ig1gvA9Xt9z3EGPG/jiZrh1ErnjCppeKeIwD8mAQU75IRkoXbZCszZBfjKNaaz2TC3aj9uPFCKacf3YLDehpEJwBYF5bNJQFXyIHw2uQifFRThYnpm93MVHe5BuvP7laxXlrXbF+f3MZAEbUpu2tgQmrmv/XFOslq+hq4L8J8t35tAs5wTERFRbNDUrJs+fTqGDh2K8ePHdz9msVhQV1eHixcvor29HTk5ORg1alTQCkqRQc2yUr5ijMtW5XME/c3lTBOBI22e5zgfbZd7bWekKg+WtQ537X1dtGTgfaXa+9zqUPAWLDsSeBUf3ISh7ZexIB2wpsjDqzc3+i6jVS+i/KoZWD/FhAP5EyEpnJrRe3h0IDGn8/sYaII2pUnZInXua6wH2v6GrrfYfGfL9yTQLOdEREQUOzS1SRctWuT2mNFoxLBhwzBs2LCAC0WRxVvg91Q+kGpw317pmr5K5wj6axA3dfkOhL9s8x8s6wEMjQ/ecFetmb2DMQxZK0cCr0X7SzHhzJHuxyWdHCBvb/KdWOxkTj42FJiwcWIhWhNSvGzlmx3Au+flYfOXrN63EyAnFGu2XUl6ZpODwiS9PEe79/so33SRVGWAdw40lSZlC/bcV63LHvWn5ZL8DV1fdkp59neAc8SJiIjIlaam06VLl9DW1obBgwfDYPAQMVHM8Bb4vX4OeOsckGMEbsp0bYgLgrKKpXSOoK8G8ZP5wEwFyw75C+AzDcD+mcHriXv2pPrM3nZ74MOQVZMkjK05gUX7SjH/y21IsLiPoxcg9yx7Cpbb4pNQNnEu1k8pxqmc/KAUqdUOtProEXQENJ9MleuGcx3yVp/kDOASKjrgMwO8t0Dzh7nyjY5j7f4ziAdr7qvWmy5a94tmvoau+7rhNjoRKEwDPr/MOeJERETkmaYmwdatW3Hs2DE88MADSEtLC3aZKIJ4yw4MAFYAZy2eG+JfyZSDal/UzBH01SBWuoaxL0ZdcAIcR7B1zkdWXudeyN4BWp2vCcVBlNrWhOKDm7BoXxly68/63DbL2JPl2mH/iElYP8WE7WOvRZfBGNrCXpGoAwYZ3QMa5/fN23uYIgJrJlrw5OEObOtKgxU6t+DIX6D5z8nyUl5vnPOdlTxYc1+1Lqemdb9Y4WltaiXJ02J96DoRERFpoylgPnv2LEaOHOk1WG5oaMDmzZsxffp0DtGOckqGCHtqiD89Avj7BaDRS2QRyBzB3o1apcNlvQnGfEVvwZY3jszeShOROUvSyUFZs819PwHee0B1NhumndyPRftKMaNiD/R2/4tRJemBMYlArQWoT83AZwVF2FBgckngFS6DjHKiOK2BTbIe+FF6PXJzExAXF+92jGWnPPcgO+r3r6uv3LBB8Nbf9kXtcmqB7hfLlCRPY7BMREREnmgKmNva2jBw4ECvzw8cOBAXLlzA7t27GTBHMaVzkQH3hniKCJRfK2fDvtxrLmqw5wgqXcNYFAC7pHxNWzWBma+eeE8MgrzEldpgGQDaruyQrpevs1Xq6TFbOgy4/aDrcQc3nMfC/WW47sBGDGy57PGYOkG+FrYr77deAAbHAVelisDMGXhlYBHWDZ2kOIGXL3rIgb2PKcoe1VuASdvk/XzNyVXyvjk/f94M3HHQ93JejrnVT40I3vrI/rKqa8nsrXW//qS/njcRERFpoylgjouLg8Xie+zo0KFDcebMGU2FosigNDuwQ++GeLIIfDUTWF0HdFyZ/5qoA76eDTw7KjiJtRzDmTvtcmX2FoTpANybIw+99jUsU2uyJDXJuhy9kJ8EmOCryQZ8Iwd4YbRrEPDPyUDRVjMmHNqBhQfKMPH0Yb/HkiRgYUbPv+3Dh8NqMsEydy6QkoLcCkA45733OkkH5MXLNy383WNx7tc2CECGQX5fGrqAVh+d3u12oN3pa+f3TlMBJMn7Oty+3rfzZuXLeLXa5VEEG6ZpXx9Zaf3Smtk70IzgRERERORKU8iSk5ODyspKWK1WiKLnQyQnJ6OtzUeXDUUFNcOdnRvi3oYot9uB8qbAy6VmCLSj588RpHsblqk1WZKannhHWZ7MBz68qGwfbyS49uq3dEl4vewE2j4rxW8Oek7g5fN4iUmwzS2EtbgY9vx8lwvkr1d1/ZVrc94MzN7lfSh+bzYJuHUQ8NJY4NEKdUPrJcgB+sit8nvQ+2aJkiRXdxxUt+a189QDtesjq61f/pZT8zb0W+t+RERERORO0/jKKVOmoLm5GZ9//rnXbRobG70G0xQ9nh4BjE30X1F6N8SVJB7yRfITxPgbAp2iBwYb5V7P+4f2BHQOngIcrWVW2hM/LK6nLKmG4CQr67IDUmMTuj78GJv+88eY8eJTKNrzuapgef+ISfjf27+Pjtf+Hyzf/jbsI0a4XSBH4qT7h8rX1Nu1HRwPHJwNPDgUyI2Tt/NVd+wA1jXIf1da13rr8hAsO47tr64dVXlPzzH1wJniYfsKMqc783Y9/A391rofEREREbnTFNGOHTsW48aNw969e9HS0gKTyYSMjJ7xnKdPn8bx48eRm5sbtIJS33DOMLu2Hjjf6R6ceGqI+0s89O4F9+GraoZD+xsCPUDDMlGBJEtS0hOfqPe0NrC2Ydk6mw1TTx3A1w+WIunibhxptiHV7H84tIMjgddnBUWoS8/CfYMB+El2rSRxUu/t7HZgwnbgvI8ZHI6h/M51bU29PES70+47I7U/vt43u1359fJUXqW9yo46fVZh5nQHpdmde9O6HxERERG509x0uuWWWxAXF4d9+/bhxIkTGDBgANLS0tDe3o6LFy9CkiTMmjUrmGWlPuIcADV3Ab+o8r88i78hyq02YOEe4LPpypb0cR6uquT49Rb5mKmGnn18BTiBJkt6egSwutY9wZmzil6ZxH+Y63+f3nIaLmDh/jIsPFCGgS2XMTweQJL7sk+eWPUitl91LTYUFGHfiMndCbzGJsjD1UNBp1M3pzZFlOvSxstAjY8AU41Om+cRCzodoKWTX+kcYC2Z03vXL6U3KXrTuh8RERERudIcMOt0Otx4440YP348du/ejaqqKly+LGfgTU9Px4IFCzBiBMf+RSNfw6FTDcqWZ1Ey3LiiQw4gnxoB3LjXc5ZrT0tWKTl+ux1YuBeYkwaUNPjvsQ40WVKKKCe+8pyDWuY857jFCtx2AGhUECwbuzpReGQ7Fu13TeBlEOQlnxzH9qYqKw/rpxSjbNJctCakuDyXpAM+8zHH15m3EQBP5ffcmPDEX0/6db0S7qvNOO7PJat8g8ZRROf6fXWS7+zYvamZA6wlc7qvwFZr0MtgmYiIiEg7RQHz+fPnkZWVBb1e7/ZcXl4e8vLyAABmsxkAEB8fH8QiUji0WIGfnxKxtj4fUp0Iow64MQN4eqS8fq3SdUsdQVVDl//XtEMe5r3Rz5JQvYertlivBHidvo9/vF3+z5mvRFCBJEuSJHl5J3/OmuWlkVINctm87iJJGFNTiUX7S7Hg0Fa3OckGAZibLi+VBbj3lLbFJ2HjhEJsmGJCZY77nGSHDIPvYNfBW2/p6+eAt84BOUbgpkzPNyOeHgGUNsg3SDzZ2iQf31HP1GQcV8ImAT+rBAR7r/o9CHh7vLz0mZLEX2rnAGvJnE6hw552IiIi0kJRwPz2229Dr9fj/vvvR3p6Or744gtkZWUhOzsbBkNPa5uBcnTqCYb0sEPonjT6eo38X6IOGCACi70ERO7HUR4oXOoCqv0EvkDPcNVWW89raOGpx9pB6/q6jpsEFxXeJKi2APAypze1rQlFh7bg+n2lyLtY7fJcnE5eLznLIPcsi06N/ywjcMYM7M+fiA0FRdh29Ux0GXxPSg5Wb6kVwFmL95sRKaIc3HsLmI+3A+O2yduJkHuEg0kC8M4FwCa51m9HebddA/zHYeBIm7ytADlp1jUpwMYmbXOAtWROZzKu4NO6TBwRERGRg6Imw8yZM3HhwoXuf69fvx4AIAgCBgwYgOzs7O4AOisrC8nJyaEpLYVETzDkufvFsf7t6+eAv18Ayq+VsyH39tNK3z3FnnQqjKwdw1WDMVzXWyIoLcmStNwk6E2w2zHt5H4s2leKGRV7INo8R4w5RmBckvvjUkYGhn61CN8dsADb4rPdgn1RkIMFqdfjvYM0Xz1wSnpLfd2M+LzB976tdqDV99LuAZGDV9eTc5T39zXAlmuvPGaX5zY709IzqWSIvx7A0Hj1ybjYU6qM1mXiiIiIiJwpai6YTCaXfy9ZsgR1dXWoq6vDhQsXcOTIERw5cqT7+aSkJGRnZyM7OxsLFiwIbokp6NQMHW20yUNYD8xyz3D9pwve9/NE6fJBzj2hwRqu6y2Bl9pkSYEE8I4EXtcd2IiMFj8RJYC6LmCc4x+iiPbp1+LVMUV4Y+BkWAQd9ADGGYBmqzw83BHs/3cu8OtqzzcBAHn9Y189cGp6Sz3djJAk5TdGlErWAUl6ecSBRUX5eutd3t7BMqA9OPU3xP/bQ+T1p5VgT6l6SpaJ85b1noiIiMhBU1Nr3LhxGDeuu+mO9vZ21NbWdv9XV1eHU6dO4eTJkwyYI5yaYMjhstW9sflspbrjOHo4jynokR6bIAd3WsrqTZ0FeOyE74BDSaCkNoA3dnViztEdWLSvDJNOf6liT/n87Xl5sJpMaJw9FwsrUuWAwGkoeI1FHk68fqrr3GRPNwGU9sApTeLm0PtmRKtNHnofTAONwJbpwPV7tQ/Pd1CzTJQa/ob4Pz1S2XHYU6pNIMvEERERETkEpZmVmJiIESNGuGTF7urqQl1dXTAOTyGkNhhy+OSSHMQ+XQn8o1YeUquEHkDClV68hi5lwWajDSjcJfeouaed08aGwAMOxQG8JGH0+ZO4fl8J5n+5DYmd6iK89rhEbJxQiC9nmPDh10YCgoBnK3z3nv2iynMw4BwU+uqBO9oOXP8FsP7KtVGzZnTvbM/LTrmv3R2oLruy3n0d5HnfvhKyKV0mSq1grYfMnlL1Al0mjoiIiMhBUZPt+PHjyMrKQnp6uuIDGwwGDB06VGu5KIzUBEMOFjtg2g2cMKt7LRt6gmulQfaFK3NbXz8HxClo3Kboga9nAZsbgcoO371MagMO5wa2IPgO4FPam2E6uBmL9pdheN0ZZS/g5ED+RHxWsADbrp4JqyEO9w/tSUoVjN4zf73jR9qB674APp8m95aWXVbWm1vfBUwu7xkyvK7e/z5qGQTg00u+y68H8F9D5eHgfzyvLft5oIKxHjJ7StULdJk4IiIiIgdFAfP7778PQM6CnZWVhZycnO4/MzIyILDVEdV6giFHOOZfq60nkA2nTgU9ugMMwK+ukoeyLj8l3wywedlWScDha/5omkHOEO0g2O2YevIAFu0vxczju70m8PKmPjUDn09egM8KilA7IFs+JoB0PbCmHvjwovz69X6GOPvrPVPaO+58Q2FOmrKAud0OnOmUr/vGBmVLNqmhg9xL+6GfQDzLCLwwGrjQCXxQBzTaXOu3gPBmp9byNcmeUu0CWSaOiIiIyEFRwLxw4cLuucnnzp3DmTM9vWWiKCIrK8slkM7KyoIoclJdtEgRlQdDwJVkXUEOgoLJEUCkiHLA9OFF4LyP4N5XwOFv/mjLlXg4+3ItFu0rVZzAy5lVL2LH2GuwocCEvSMnQ9LJCbwGGwG9ALTZgCYrcNlb1O+Bv94zNUPxHTcUStSdFuyQl5JKDNY4ejhl9x4pl8sXgyDf2LntANBsA3rfDEoXgfcnR/b8X/aUaqd1mTgiIiIiZ4qaitdcc0333202G+rr67Fz5058+eWXsFqtqKmpQU1NTfc2Op0OAwcORHZ2Nm655Zbgl5qCTg6G/Le6HY3NSxblQ6rDzTmACDTgeNrLUll2ACebLCg+th0P71WfwAsATmflYUNBEUonzUNLYmr34zrIQ4lfGC0nJlM7XF5p79mNGfI62/502eXllrQkXLMDQbm5kqQDMoyu83+V9CD6mufcZJWzh2sdzhyuXt1g9JT2xx7oYM0hJyIiov5NdZNBr9ejqakJhw8fxrx581BQUICEhAQ0Njbi2LFj2L17N9rb23H58mXU19czYI4CSoZ96gAMc1ozds7OsBRNNU8BhNaAw+NSWVcSeC3aV4r5h7ch2dymKh50JPDaMMWEE4NHukUxzr1fgqBtGS29IM8xb7H6DgqeHgm8dd53QixAvqGg02lLDgfIyz+JOqBRweh0AZ7Xi/60V9ZvQFkPYuGu4M7/7YvlnbT2lHIpquDMISciIqL+TVOzafPmzRgzZgwKCwu7H8vIyMCcOXNw7bXXYu3atTh37hxuu+22oBWUQkdJL+xQo7z2ssNXMuUkXMGWY5CH0WrtvfYUQGgNOJad7AkmHQm8Fu4vQ75TAi+dANgl/52oB4dPwIYpRdh29UxYDHEuz6XogWS9e++XkhsZiTo5qZXzaO0uCXj7PFDe5DsDeIoIfCsH+L/z3o8voOeGgpbkcAAQpwMMEtDoZ7tkHXDPYOW9gf56EJP1wZ3/21fLO2npKeVSVO4YLBMREZEWmppMDQ0NGDVqlMfnDAYDbr75ZrzxxhvYv38/Bg8eHFABKTzkYEiC3cOwbB2AmzJdH3t6BPDXGqA5iHOZhxmBg7PlgHnydnm9ZzWShJ5lkAA5EALkf6+fKi+1pGZo5qcX7Zh2wncCL4Mg95622dyD5kspA7sTeF0YmOO2ryNgXz9NDu56N+iV3MjQCZ6DdaUZwJeNArY2ynONPRnjdEPB240Hn+WDPPT7IwWZsr+epb430F8PYjDn//bl8k5qe0q5FBURERFRcGgKmFNSUnD+vPduKb1ej9GjR+PYsWOaC0bh9fQIYGODhIoOuAXNOgBrLsqBmWM4Z4oI3JoF/Kk2OK8vAFh8JShPEYENU4EZPobTemLUA61W4KeVwOo6oP1KECsBSBCADIMc+D+V7z6816UstbXQl5bhxX9sRGKj78xS2UY5qDzWDpzvBDp1cgKv9U4JvDzJjQNuGuQesPcOhvwNJ4cU2JDjFBEomX7lmtXKGa4FyIm6vp4FPDOqp3zeejoXDgA2XgYqPSwxNjpBHvq9zk+CLlEAnh3d828tvYGe9glmpuRIWd5JybWJlLISERERRTtNAfOECROwdetWHD58GOPHj/e4jcViQVtbW0CFo/BJEYE1Ey148nAHtnal4YJFB0d/qhXy0km9h3OWXQ7Oa3taNilFVD/097IVGL/dc49rhySfw++9DUm1WKDfsQNiWRn0hw4BADKaAS8dr91qLfLyWpUZuVg3z4SyiXPRnJTmc5+rEoDPpve8vq+5pr56dXUA2vxcJCVDjlNE4JWr5P8cvfLetvfU09lilddr7k3o/p/vwFUA8G85oRkiHKxMydG0vFM0lZWIiIgo0mlqos6aNQuVlZX46KOPcPLkScyZMwcDBw7sfr6mpgZHjhxBYmJi0ApKoZesB36UXo9kawreqnXvGXUezvlkfnDWYU7Wyb2UbssmdWo7nr8R4hKchqSOlqA7eVIOkrduhdDrBk+WEThj9n7M9rhErJswBxsKTKgYMkpx9HGsQ55fumGa/G9/c02de3UtduBSlxwQKRmxrnbJIS3bLjsFnPCQSVyC/PjyU/4D12c8z/AImHOv+NqLdpitNsSLetyUqVOVKTmalneKprISERERRTpNAbPBYMDdd9+Njz/+GIcOHcKhQ4eQkZGB1NRUtLe3o66uDpIkYdasWf4PRhFn/WWd1yDRMZxTgrKAzRsBck/r7HQ5QVU4V6hK7GhB18ebEV9TCp3TmuK9jUmUg9Pe85MPDR+P9VNMHhN4KXXsSiBpsXtftsp5rqnjvx8fB95UsBSUQ4MVeLQitJmRlQ7/7aslfhy94s/kWnDmTDXy8nIRHx+v+jjBHN4datFUViIiIqJIprmZajQacfvtt6OqqgpffPEFqqqqcOmSPFExNTUVM2fOxPTp04NWUAoPeTin766nLrscJAUiXQT+WQDcsDc8wbJgt2PKqQNYtL8Ms47tQrJkhT1dDlzrLHJALEDuVR6TKM+pFQVgVhpQ0Q4cjxuAjycW4VMvCbzUkgCsrffdS+9prumnl9Rdr1ZbaDMjqxn+GwlL/ATymsEa3h0O0VRWIiIiokgWcPM5Pz8f+fn5AACz2Qy9Xg+DwUdGJYpo7ZKAVpvvbUT4D5L8abICr5wJ/Dj+ZDXWYeH+MizcX4ZBzU6Zp3TA9ib33uMzZrlXeVYaIBpECNOnY0SRCb9LKsAfz3vvedfCMbTaF+e5pkqCU09CmRlZ6/DfaBwOrGV5p74STWUlIiIiimQBN5ssFrmLzGg0ahrmSJGj1Qb858Vcn2sgCwDSDMCRAPO52QGsa/AfbGlh6LJg9rGduH5fKSZXHXJ7XoAcPLRa3ecnSwCODMzFIZMJJ66diw/MaegyA3XN/udHq9WpoKvYOdhUEpx6E8rMyP1p+G8k9JIrFU1lJSIiIopUmgPmo0ePYtOmTWhoaAAAxMXF4Yc//GHQCkbh9/wZEVVWPeBhLWYHgwAcbgvOMOpOG7AkE3ijJgjHkySMunAKi/aVYsGXW5Fk9h7RJ+mv9Nw6PdZhTMDGiYXdCbwMOgG2ptANF9cBiNPJyzj50tDlOgfZV3DqT6gyIwdj+G80BnTRVN5oKisRERFRJNEUMB8/fhwffPAB4uPjMW7cODQ0NKC2tmdB3nPnzuHAgQOYOXOmS/ZsilwtVuBvF/VuazD3ZgliN2ubTV6jd1Oj52WTlEjuaEHRwS1YtL8UI2pPe91Of6V31rFu8pZG+fFDw8djQ0ERtl09E53GnhESoR4qniYCSTqg3U+m8Va76xxkX8tM+ROqzMhah//6Wk6LQ4aJiIiIKBJoapaWl5cjISEB9913H1JTU7F582aXgDknJwerV69GYmIiFixYELTCUmi0WOWljXwNxQ4FQXAPtuot/ntdBbsdBVUHcf2+Usw6tguizXu+bgFyj/KsNDmJFwBIAwZgzeQi/H38ApwfODg45wJ1Q7aT9MBNCnuLe89Bdr5eZ83KAudQD41WO/zXUed8LafFoJmIiIiI+pqmJmldXR0mT56M1NRUj8/r9Xrk5uaiqqqKAXMU+GmlY2mj8I7b7LIDzV1AqqEn2GruAq7f63mpJa8JvHyQIM/N/rxJjwNXX4Nt00wYNnMyLIIetecDPwcdgLEJwMxU4O1av5t3s0nAU/nKe4ud5yA7B6ePHvc/pD3cmZE9Bcu9g+hlpzyfdygTlBERERERqaUpYBZFEaLoe9eUlBTU1KhYMJb6RIsV+NOFvnltswSM2gZ8Kwd4ZqQcOKcagPVTgeFb5WDXkcBr0f4yFJw6qPo1qgcNw/opJpROmofmpDQAgO4CMCoBGJ0InNA4FDxRBww0yMtjNVqBTy+r21+EfK6O3uK19cC5Tt9l8TQH2deQdhHA4Di5J7svMiP7GnKtdO1mIiIiIqK+pKkJnZmZierqap/bGI1GdHR0aCoUhc+zJ0M/X9eXLgn4w3ngnfNAjhG4KVPueR19/hSu21fiN4GXJx3GBGyaMAcbpphwfMhoty5PO4ATHcDViXLgq2Uo+kADkKzXngDtkhWYXN4TQL44Rv73mU7v+3iag+xr/vCT+XJQHi7SlXokCL6HXG9s8D8XPlQJyoiIiIiI1NAUME+cOBHr1q3D3r17MXXqVI/b1NfXIy4uLqDCUeh9qmxkc8hZATQ2teDCli0oPVyGleeqYFUZyB8aPh6fTS7C1nGuCbw8kQAc8TDsW6lLFuBsADca2u1ycOw8Z1fr8kx9uXxQi1Ue0r+6Dui4sqZ1og4YFu99yHVFB5Co933cUCUoIyIiIiJSQ1PAXFBQgKNHj+LTTz9FfX09bDaby/NVVVWorKzEqFGjglJICg1J6tveZUchppw6gEX7yjD72E6INisEAAl6oMXmd280pAxAyaT52DDFFLQEXkp0BOm6Oc/ZDcbyTOEOlq+70ovsrNXueQ66gx0AJPm8+sPazUREREQUvTQFzIIg4I477sCaNWuwZ8+e7sfff/99tLe3d89dnjlzZnBKSSEhXFlqqS9kNl7Eov2luO7ARmQ21bs8J0EO5JP08tJTvdl0euwcMx0bppjwxcgC2PV+uisjnPOcXS3LM4Wat15rR+IuLZL0nnuhw52gjIiIiIjIF81NcFEUsWTJEhQUFGDPnj04ffo0jh8/DgAYMGAATCYTcnNzg1ZQCg1fw4ABuYJ4X7RJHUOXBbOO78KifaUoqDoEQfLeTSsBmJ0GVLQDtRY5gK7KGIYNU4pQMml+dwIvX0QANqhb7qmvOObsJuv7bni1MyVrJK+r930MX+J0kXlzgIiIiIjImaZm6auvvoqCggLMnz8f+fn5yM/PBwCYzWYAQHy87/mjFDl8DQMemwA02oALlsBeY8SFKly/rwRFh7YoTuDlSAo1LiMeY+bMQZepGP/CaHxYI/hNsuXopXx/MnDbAWXLNqnhbSixL3rIwbs3LVagYLv34DSclKyRnKwPbDj/dQP7du41EREREZESmprjFosFkofeQQbK0cc5y/Lai3aYrTbEi3rclKnDUyOAwl3ajpvc0YIFh7Zi0f5SjLxQpXr/Q7njUHGdCf/5tZnAlXr1tNXzEkoCAL0AZIhAnN61l9JxbmvqgfOdvoNWh4mJ+P/t3Xt01NW99/HPTCYJ5EYwQC7cE4wBuUop96tKUakiQVbRIlYftWktVj1IVXAdHzzNo1TxeJb1yKlVqVStWKwcLEaMljtYUEGBijFAJGTCLZALIZnMPH+MM2Qyv5nMDLlO3q+1WJLfb8/MnriN+cze+7u130fINiv4ytpmSVmx0gE/FbUr7FJFvQrZ9cNpS4fmQM5IXtLfGaxD1TAbE5YBAADQFoX0q3hKSorKy8ubui9oJa6Zvid61+jo0SL16dPb/eHHjG7SymP+H2/S98ueHQ4NK9yna79wFvCKtNUG1Q9XAa+Nw6aoOClNfTpJd9b7DMbnEUqXSUvSnbOeRsHLIedZyYGEZYukvwyRZu/zvb92dBdp1fHAZpldj1kzJLjZ7vrhtKXPI27sjOT1J6V/nAntOC6XjUGeWw0AAAC0hpAC8+jRo/W3v/1NEyZMUGJiYhN3Ca2pfuB0OJzLgt+2Smd8zCaaJPU9d0JjP/tEV+/9h3qcPRHU69WZI/Tp5Vcpb/g0rwJeRmfxusL9kv7OM6Q/OCW9d9IZoBsuY/a1tNiflCgprbP//bWStO2sccGrRIszuNc5vPfkup5z9fHAwmb9YmAtJZDK6adrpWI/50UHgnOWAQAA0B6EFJjPnTun3r17a/Xq1Zo5c6b69u3b1P1CK6m0m/RYoUUfll3cT3t9knNWsazeFG1kbY3Gfv2pfvLVxxpT9KW+C/Kcpe+69VTe8Kn6ePBEnY1LNGzj6yzeQPbYxlt8Ly32xSTphu7Ov8dbpP83wHh/7fFqyeojMHaPlPJHGs92u8L+3096Lr/2p9Yu2e2S2Rzgm7hEgVROv2Bv/HvqXnXgA+csAwAAoD0IKTDn5eW5//7GG28oJSVFGRkZSk1NVXJysuLj45usg2g5FXXSnSd667AtwiMQvWGVMjpLsxOlf311WOP2fKzx+7aof12FLo+R1Fkqq3E+vqFIkzNc1Tmk6qhO2jRonD4cPlX/6nl5o4npuiTj64HssX3qcv9Li41YTFKlTfr1v6T8054FuJb0kxIinWF93D+lsz7Wd39z3v8y6mDPvi6tka7c0bKFwPxVTjfJWeG6qpFvrL+3yDnLAAAAaC9MZWVlQde6PXDggEpLS1VaWqqSkhJVVnpWPo6NjVWPHj2UkpKiyZMnN1ln25o9e/YoNzdXu3btUm1trbKyspSTk6NbbrmltbsWkocO2PSKNUL2BiWZYs9XaOpXW/XAoXxNLDssSbI5nEc+ldZcDEcWk3TeLtm/vxBhklKjpeL+WVoxYJo2DxytC1GBFYYzSeoR6QxnP0qSHq+3R3nwduk7PzO0vaOlvWOkQdul45dY4dvFIudy7S6R0leNFPru08n5+vXVP6bpuwuhVe02S8qMaf5CYL5m8F37scvr/H///XE9R14rFDOrrq5WUVGRevfuTYFChCXGOMIZ4xvhjPHdtoX0K+vAgQM1cOBA99dVVVWyWq3uP6WlpTp8+LAKCwvDNjBv3rxZ2dnZioqK0uzZs5WQkKB169bp7rvv1tGjR/XQQw+1dheDlnfGfDEsGxTwskdISnSG5R1npco63zOJZ+IS9dHQycofNkWde6XJZJJqDfb8+uKQZP2+Ztj/FDv/xJilrhbnucz+nP7+cY0tLQ6GTdJ3Nc4/jWm4jDqUvdRGWqoQmM/iat/vx15W6P/s7oYiJPWI4pxlAAAAtD9BzTCXlJRo3759qqqqUpcuXTRo0CD16NHDsG1tba1KS0vVs2fPJutsW2Gz2TRq1CgVFxcrLy9Pw4YNkySVl5dr+vTpOnTokHbu3KmMjIxW7mngHA5p4DaHbCdP6ZovPtE1X3ziVcCrk1ma0tU5w1pU7f0cdrNZnw5wFvDanTHcXcDLLGlBqhRl9gxg13R1BuOPzjivnbNJlU1wYHKEpFNTpIcPBRfsmopZUnLUxWXUtXbptQCragciLkI6MLblQmfDPdzBfgCQGiV9Nabl9mH7wqe3CHeMcYQzxjfCGeO7bQv4V+5jx47pz3/+s+rqLm7e3Llzp6ZNm6ZRo0Z5tY+MjAzLsCxJmzZtUmFhoW677TZ3WJak+Ph4LVq0SHfeeadWr16txx9/vBV7GRyTSbp+x3rdtOF1mQzO2Jacy6RtDu/luN9166kPh03Rx0MmqcyggJddzlC8d4xxES3JeW3YDqnyEqsvS85gvuhrZ3Ets7xDneulg96LECC7Li4F/8Mx59L0pgztFXXSNbuljSNbJjQbFS+rPwN9rNr/kV2RptYPywAAAEAoAv51e9u2baqrq9PQoUPVu3dvnT59Wnv27FF+fr569uyptLS05uxnm7JlyxZJ0rRp07zuua5t3bq1RfvUFFKuzJD57w7DIGmSc1ntoSpnuK2O6qTNg8bqw2FTdbBXZqMFvOofI+SraTDFsBp7rZeLvUOqRc6Z38o6z4rfzcmui3u6m9KhRoqLNTdXxe+nLnd+OGH0/ZYo8AUAAID2LeDAXFJSon79+un66693Xxs8eLBefvll7dmzp0MF5oKCAkkyXHKdmJiopKQkdxt/qqsN1jW3optHpunz7mlKPlHsdS82QsroZNefumRpzdCrtWXgmIALeEmS2WHXhQv+NwBbFCVnxLoUDjmPjPZO5XVyKN7s0LEak+H9YF/H8zkaft287JLeP2HXE72bqKrZJVjcU9p0JkqHzps8CsaZ5dDlnR1alFajtjDUa2pqPP4JhBvGOMIZ4xvhjPHd8oJZ+h5wYK6srNTQoUM9riUlJenyyy/Xd999F3jvwsC5c+ckSQkJCYb34+PjVVzsHTobKi4u9lji3poq7SbdeaK3hg67Wndu/JPHvXOxXfTe0ImaP3yajiWlKfhg6FC5zaGDR75TrNn3dOu4yG56uybRq0q3v+dVg4BmlkM2H6HbIZMOVkv+++/qn+82Jjk0wHJB5fYInbBbvl+O3FifQwnU/h9TbavT0aNFTXKeccNl8kbL5v15KdGkF81J2lwd5z6Oa2KnCuUknNKZYofOXHoXm4zVam3tLgDNijGOcMb4RjhjfLeMiIgIpaenB9w+qB2QEd8Xcaqva9euAc2mwltbmpV/rNCiw7YInRwyUQvy/yyTHPp0wFX6cPhU7c4YprqIyACfySjkmXTOYdYrdf30VF+bz0f+R5r0+ZcO/eu8DJ6j4TM6NKizQ+fqHKp1mGQxOZQQIR08f+np0STJ4SOsmuRQZmeH1g+Wco+a9LK18b5Kzv/Q7HI0+DDAdzh3hn/J93dL6mSJUJ8+vRt9bV8q6qTcoxblnTGr1mFShMmhLhHSWZtUJ5MiTQ5N72rXI31sivP+T9/Lf0qS6uqF7c6SeoXcv6ZWU1Mjq9Wq5ORkRUVFtXZ3gCbHGEc4Y3wjnDG+27ZLLhkUEREhm83fr/XhxzWz7Jppbqi8vNzn7HN9bakK3odlzmW+52K76KnZv9bBXpmGBbwa5ys8mvTnExY9mWnxWaiqk5yFrB4vkFYd919I6vIYkzZcZVK8RTpXK03/zKSDAVVtbizcmvwWA7sy1qS3h5j0dFEnvRrgh4BmSfNTTQZVwk3aXCYVnDc679ik0V2c3wdfe4Ov724OeQyV26SZextWujbpmEcrk16xmrW13NLsZz+3pKioqDb13x7Q1BjjCGeMb4QzxnfbFNSvwLt375bValVKSopSU1OVkpLSXP1q01x7lwsKCjR8+HCPe2VlZTp16pRGjx7dCj0LjcPhWXBrR9YPg34Ok5zHOfn76KTWIS37Vno603ebeIu04grn31857rvd+C4XA9yThy/9jONAnbVJN3sFTd9Mkq6Ikf5vxsVCWfWXO5fbfJ93LDnPu274Wubvn9PVJhTLCgN7Dy119jMAAADQFgUcmLt3765Tp07p0KFDOnTokPt6ZKRzqe7OnTvVo0cPde/eXXFxcU3f0zZk/PjxevbZZ5Wfn6/s7GyPe/n5+e427YXJ5NxzGqo4s9S3k3SwqvG275+Sng7gOT863cj9eptiN5xsubOWT9U6j9UKpPB1hKT/09MZbOvPztbfG1y/2rTRvuH6xzc1DNSXMuMbzPfMLufrE5gBAADQ0QT8K/ddd90lm82m0tJSWa1WHT9+XFarVSdOnJAkffzxx+62sbGx6tGjh5KTkzVlypQm73Rrmzx5svr166c1a9bo3nvvdRdDKy8v1/Lly2WxWHTrrbe2ci+DM6ObtPJYaJWeK+zSVwGEZUkqueBcQp3gZ0t0wxlvI65jqqTG25olxUQ49+xeqgv2wMKyWc6w7ArCgTAqstVYoA5FIN/fhuofCwYAAAB0FEHNUVksFqWlpSktLU0jRoyQJNXV1blDdElJiaxWq0pLS1VYWKjCwsKwDMwWi0XPP/+8srOzdf311ys7O1vx8fFat26djhw5oiVLlmjAgAGt3c2gLO0v/fGY/yXVTcEm6T8O+5+tDGTGO7Leec6Nte0Z5XzdSw3MgR54ZZI0oLNUY5eGbpe7avSMbs7vc6gzw00VVkNZUVD/+x2u+EAAAAAADTVJ0a/U1FSlpqa6r9ntdp04cUIlJSWX+vRt1qRJk7Rhwwbl5uZq7dq1qq2tVVZWlh577DHNnTu3tbsXtLgI6TKLVNoC9dsCWd477TLpVR97mM2Srut28esZ3aQ/HPNXHEv6+8kQO1vvea6Ikf4VwEz6HanS1rPSaw0Kdv3hmLTpjNpEAS1/37OGGn6/w0m5zbmfe8PJpvtgAwAAAOGjWX4lNJvNSk5OVnJycnM8fZsxcuRIrVmzprW70SRMJinaHNqS7GA1try33CZtO+v78QM6exa8WtrfGUT9FcdyKPCA6BJpkpIipajv9w0/1k/K2i5V+XmSGLPzcd8YFNRqSwW0fH3PGmqKAmNtVblNunaP9/egLX2wAQAAgNYV6CpTdADTu9plDmiH7qVpbHnvskJn4DRikjQh0TvIjO3i3KccIeegjjNLC1KlvO9Dz9L+UmaM94A3y3n9jhSpTycpNcr5z3t7St+Olw6MlfaOcQbchEjnLLw/l1mkDad8h1BXAa3WFm9xBsK7e158372jpcGxUq/oi9+Hu3te/B6GG1+Vwut/sAEAAICOLQx/DUaoHulj08en6nTYFiV7g5nmCEmdTJLZLMVGSCdq/J+T7M/JWufeXl9LX/1VcHZI2livQravWcIqu7S93iy1KyDWrzgdYZISLVKZTfrgtDPI/7ibtDTdd0C8vrv0P8eMC3+ZJF3fTVrXyPLvtlJAy19BsbbQv+bmb5xRGRwAAAASM8yoJy5C+mP3It2ZXOc121o4Xjo2WSqa6Jx1vatn6IOnyi4dveBc+nrtHmfodXE4nJWo/blQd7HydDCzhK6AuHeMtHOU8/3ur3QeE3W85vs+FXv3qb4l/ZxLlI1mqrNinGE7mIJlbUXD/rS1/jW1YCuxAwAAoGMiMMNDrNmhJ/vbtHeMtL/BcmQXk8n3EmdJspiknyZLd6Y6A3eMj1FmFGpNJqmykanryrqLgS6QWUKj0PPk4cCDdrlNeviQNGSbNPpTqcImDYx1LmE2Wro8o5vv/7DCuYBWexJsJXYAAAB0TCzJhk/+woLREudIs3TdZdKSBkuah2yTqmqMn8dw6WsjIcXVr0BmCY9VSwO3OQt31V8CHuhy3OPV0thPpbIGIf5YjXOmOW+E95nSgRQhQ+trrLo6H2wAAACAwIyQ+dsD6+JwNH62c/09vQ6Hc6m0vzOTYyMutm9slrBOUkmt8++u6sd5IwJbjnuuVhr3T++wLDn3MP+ryvhMaZ8fJiQ5w3I4FtBqj/hgAwAAAI3hV3c0q2CXvppMUlQj7aPqtQ/mPGHXcuv/OBxYn548LJ3xk/Yd8l0YKpAPE9C6+GADAAAAjWEPM0Lm2ts7dLs0aLvznw8f8i6YFeye3mDaL+0vDYgJvM+u5daBvMaGRqpdS4EVhiIst131C8HV37NPWAYAAIBEYEaIXMc5/eGYs7q0u8q0QeVrf2cgGy19DaZ9vEUa1yW4vtfandWu/b3GY/0aX7YtOZdoEIjDA/8eAQAA0BCBGY0ymkEN9jinD6+SFqRKcWbnoIuQFBMhjU7wfm5X+7t7yuN4q/qVqOvLPx3c+4k0OQt1+XuNhMjGl21LznOZwxHHKQEAAADsYYYP5TZnKN5w0jnTGmm6WGU6LiLwKtP1bT/rPIPZ9biKOunVEmm1VfppivR/My6G4UD3AAdSKbu++ku6G3uNxvZHd40Ir8JQ/v6ds0QZAAAAHRG/BsNLRZ00c6/3DPLKY9IrxVJSpFTq45gol/qVryXfM9KSM5y9etwZqD80mEH2t1Q2kKJiLv6qHxu9hq8qypLU1SJt+0H4BEnXEvuG79VVWdzo3wsAAAAQ7liSDS+5Ry1+w21JTeNVqetXvpb8z0hLzorTB6ukGZ95Fw1rjL8CXpIUY/a/pNsXX0vD7+3pLA6V2im4frZlwSyxBwAAADoK5ozgJe+MOaBjmnxpWMk6mGXTX1U6ZzqDmdFs7DzdD0Y49ySHoqMcDxXKEnsAAAAg3DHDDA/OcBt6KjRa9hzMsmlJ+tf3M5qBFJ5yOBovEhZqWG4oXMNyIB9oBHJ8FgAAABBumGGGB2e4dUgKLR0mREh/Heo9O9xYAa36HHK2fe+EceEpf8Wpwn0muDkE8oFGwyX2AAAAQEfADDO8TO9qD3lgnKuTnivyvu46WzlQdbp4tvP/1DvbOZDznwl2wfO3D7zhEnsAAACgoyAww8tvetuUGRPa4HDtd23ItWz6Z6mSJchA6yoIdt1n0tICilM1B9cHGg3/nfurLA4AAACEOwIzJDlnZh8rtOjGkn6a+EW0KuqkQbFSr2gpOdIZcgPNub72u8ZbpBVXSIXjpSuDmG12+bJSer2k8eJUl6oj7tVtbB84R0oBAACgI+LXYNQ7gzdCdpmc66ElFV9wzjrm/cC5zPnJQmcgPVbtbmKosf2u8RZpw1XO1/xXlXMGOVC2AItTBbss29++6I4SFjtKRXAAAAAgUMwwo94ZvJ4JybXM+T8OXwxTe8dId6Zd+n5X14zmPfVmNCMu8X1IoRWnCmRfdEdDWAYAAAAIzFBgZ/DW93h60+x3rR/C94+V7uoZam3ui68fSnGqix8YeGJfNAAAANCxEZg7uFDO4G2O/a4mk3P58xUB7G2ONDVtcapgPzAAAAAA0DF0kN2Z8CXUM3ibY7+rK4hf95mzwJcRs6T5KVKk2Rlka+3Ov1+X5AzLwYb1YD4wYJkyAAAA0LEQmKEZ3Zz7dY1mWQNZ5tyUQTLeIv19hKsImWefXLPIT2RcDOyXGmRD/cAAAAAAQPhjSTbqncHrOdXaWmfwBrPkuymC7Ixul17EDAAAAED4YYYZ7oD6xKE6vX/SIbvZoqgIU8jLnJuqTy11xNHS/tKmM75ntFv6AwMAAAAAbQOBGZKcAfXJ/jbdaylSr1691blzp9bukltzL4d2fWDgOmf6UvdFAwAAAAgPRAF46Yj7dVtyRhsAAABA+8AeZqABwjIAAAAAicAMAAAAAIAhAjMAAAAAAAYIzAAAAAAAGCAwAwAAAABggMAMAAAAAIABAjMAAAAAAAYIzAAAAAAAGCAwAwAAAABggMAMAAAAAIABAjMAAAAAAAYIzAAAAAAAGCAwAwAAAABggMCMDsfhaO0eAAAAAGgPLK3dAaAllNukZYXShpNSrUOKNEkzuklL+0vx/FcAAAAAwABRAWGv3CZdu0f6ukqy17v+h2PSpjPSh1cRmgEAAAB4Y0k2wt6yQu+wLDm//rpKerKwNXoFAAAAoK0jMCPsbTjpHZZd7JL+fqolewMAAACgvSAwI6w5HM49y/7U2ikEBgAAAMAbgRlhzWRyFvjyJ9LkbAcAAAAA9RGYEfZmdPM90M2SruvWkr0BAAAA0F4QmBH2lvaXMmO8B7tZ0hUx0pL+rdErAAAAAG0dgRlhL97iPDrq7p5Sn05SapTzn3f3lPI4UgoAAACAD0QFdAjxFumpy51/HA72LAMAAABoHDPM6HAIywAAAAACQWAGAAAAAMAAgRkAAAAAAAMdPjDn5OQoMTHR8M+oUaMMH2O327Vy5UqNGzdOKSkpysjI0B133KGCgoIW7j0AAAAAoLlQ9Ot7P//5z9WlSxePa0lJSYZtH3jgAb322mvKysrSPffco9LSUq1du1b5+fnKy8tTVlZWS3QZAAAAANCMCMzfy8nJUd++fRttt2nTJr322msaO3as3n33XUVHR0uS5s2bp1mzZunBBx/U+++/39zdBQAAAAA0sw6/JDtYq1atkiQtWbLEHZYlafLkybr66qu1bds2ffPNN63VPQAAAABAE2GG+Xt5eXmqqKhQVFSUBg8erAkTJigiIsKr3ZYtWxQbG6sxY8Z43Zs2bZo2btyorVu3asCAAS3RbQAAAABAMyEwf2/RokUeXw8YMEB/+MMfNHz4cPe1yspKlZSUaNCgQYZhOiMjQ5ICLv5VXV0deoebQU1Njcc/gXDC+Ea4Y4wjnDG+Ec4Y3y2vU6dOAbft8IF5/Pjxuu666zRy5EglJSXp6NGjeuWVV7Ry5UrNnj1bW7duVWpqqiTp3LlzkqSEhATD54qPj/do15ji4mLV1dU1wbtoWlartbW7ADQbxjfCHWMc4YzxjXDG+G4ZERERSk9PD7h9WATm9PR0nT59OuD269at08SJEyVJP/3pTz3uZWZmKjc3VzExMXrmmWf0+9//XsuWLWvS/rqkpaU1y/OGqqamRlarVcnJyYqKimrt7gBNivGNcMcYRzhjfCOcMb7btrAIzNnZ2aqoqAi4fXJycqNt5s+fr2eeeUY7d+50X3PNLPuaQS4vL/do15hglgK0pKioqDbbN+BSMb4R7hjjCGeMb4QzxnfbFBaBefny5U3+nJdddpkkqaqqyn0tNjZWKSkpOnLkiOrq6rz2Mbv2Lrv2MgMAAAAA2i+OlfJh9+7dkqQ+ffp4XB8/frwqKyu1Y8cOr8fk5+e72wAAAAAA2rcOHZitVqsKCwu9rhcXF2vx4sWSpDlz5njcW7BggSTpySef9Khk949//EMfffSRxo0bx5FSAAAAABAGwmJJdqi+/vpr3XjjjRozZowyMzPVtWtXHT16VB988IEqKys1b9483XzzzR6PmTRpkm6//XatWrVKkyZN0vTp01VaWqq1a9cqPj5ezz77bCu9GwAAAABAU+rQgbl///6aP3++du/erb/97W+qqKhQQkKCfvjDH2r+/PmaPXu24eOee+45XXnllXr11Vf10ksvKTY2VjNmzNDSpUuZXQYAAACAMNGhA3OvXr30/PPPB/04s9mse++9V/fee28z9AoAAAAA0BZ06D3MAAAAAAD4QmAGAAAAAMAAgRkAAAAAAAMEZgAAAAAADBCYAQAAAAAwQGAGAAAAAMAAgRkAAAAAAAMEZgAAAAAADBCYAQAAAAAwQGAGAAAAAMAAgRkAAAAAAAMEZgAAAAAADBCYAQAAAAAwQGAGAAAAAMAAgRkAAAAAAAMEZgAAAAAADBCYAQAAAAAwQGAGAAAAAMAAgRkAAAAAAAMEZgAAAAAADBCYAQAAAAAwQGAGAAAAAMAAgRkAAAAAAAMEZgAAAAAADBCYAQAAAAAwQGAGAAAAAMAAgRkAAAAAAAMEZgAAAAAADBCYAQAAAAAwQGAGAAAAAMAAgRkAAAAAAAMEZgAAAAAADBCYAQAAAAAwQGAGAAAAAMAAgRkAAAAAAAMEZgAAAAAADBCYAQAAAAAwQGAGAAAAAMAAgRkAAAAAAAMEZgAAAAAADBCYAQAAAAAwQGAGAAAAAMAAgRkAAAAAAAMEZgAAAAAADBCYAQAAAAAwQGAGAAAAAMAAgRkAAAAAAAMEZgAAAAAADBCYAQAAAAAwQGAGAAAAAMAAgRkAAAAAAAMEZgAAAAAADBCYAQAAAAAwQGAGAAAAAMAAgRkAAAAAAAMEZgAAAAAADIRdYN66dauWLFmimTNnqk+fPkpMTFROTo7fx9jtdq1cuVLjxo1TSkqKMjIydMcdd6igoMDnY/bs2aNbbrlFffv2VVpamqZNm6a33367qd8OAAAAAKCVWFq7A03t9ddf1xtvvKGYmBj16tVL586da/QxDzzwgF577TVlZWXpnnvuUWlpqdauXav8/Hzl5eUpKyvLo/3mzZuVnZ2tqKgozZ49WwkJCVq3bp3uvvtuHT16VA899FBzvT0AAAAAQAsJu8B8zz33aOHChcrMzNSePXt07bXX+m2/adMmvfbaaxo7dqzeffddRUdHS5LmzZunWbNm6cEHH9T777/vbm+z2bRw4UKZTCatX79ew4YNkyQtXrxY06dPV25urmbNmqWMjIzme5MAAAAAgGYXdkuyR4wYoYEDByoiIiKg9qtWrZIkLVmyxB2WJWny5Mm6+uqrtW3bNn3zzTfu65s2bVJhYaHmzJnjDsuSFB8fr0WLFslms2n16tVN9G4AAAAAAK0l7AJzsLZs2aLY2FiNGTPG6960adMkOfdF129f/15j7QEAAAAA7VPYLckORmVlpUpKSjRo0CDDGWnXsur6xb9cfzdacp2YmKikpCS/xcLqq66uDqXbzaampsbjn0A4YXwj3DHGEc4Y3whnjO+W16lTp4DbdujA7CoIlpCQYHg/Pj7eo12gjykuLg7o9YuLi1VXVxdwf1uK1Wpt7S4AzYbxjXDHGEc4Y3wjnDG+W0ZERITS09MDbt8mA3N6erpOnz4dcPt169Zp4sSJzdij5pGWltbaXfBQU1Mjq9Wq5ORkRUVFtXZ3gCbF+Ea4Y4wjnDG+Ec4Y321bmwzM2dnZqqioCLh9cnJySK/jmiX2dfRUeXm5R7tAH+Nr9rmhYJYCtKSoqKg22zfgUjG+Ee4Y4whnjG+EM8Z329QmA/Py5ctb5HViY2OVkpKiI0eOqK6uzmsfs9F+5fr7mocPH+7RvqysTKdOndLo0aObt+MAAAAAgGbX4atkjx8/XpWVldqxY4fXvfz8fHeb+u3r32usPQAAAACgferwgXnBggWSpCeffNKjMt0//vEPffTRRxo3bpwGDBjgvj558mT169dPa9as0d69e93Xy8vLtXz5clksFt16660t9wYAAAAAAM2iTS7JvhTbt2/XqlWrJEmnTp2SJO3YsUM5OTmSpMzMTD3wwAPu9pMmTdLtt9+uVatWadKkSZo+fbpKS0u1du1axcfH69lnn/V4fovFoueff17Z2dm6/vrrlZ2drfj4eK1bt05HjhzRkiVLPAI2AAAAAKB9CrvA/O233+qNN97wuFZYWKjCwkJJzuXS9QOzJD333HO68sor9eqrr+qll15SbGysZsyYoaVLlxqG30mTJmnDhg3Kzc3V2rVrVVtbq6ysLD322GOaO3du8705AAAAAECLMZWVlTlauxNoG6qrq1VUVKTevXtToQ9hh/GNcMcYRzhjfCOcMb7btg6/hxkAAAAAACMEZgAAAAAADBCYAQAAAAAwQGAGAAAAAMAAgRkAAAAAAAMEZgAAAAAADBCYAQAAAAAwQGAGAAAAAMAAgRkAAAAAAAMEZgAAAAAADBCYAQAAAAAwQGAGAAAAAMAAgRkAAAAAAAMEZgAAAAAADBCYAQAAAAAwQGAGAAAAAMAAgRkAAAAAAAMEZgAAAAAADBCYAQAAAAAwQGAGAAAAAMAAgRkAAAAAAAMEZgAAAAAADBCYAQAAAAAwQGAGAAAAAMAAgRkAAAAAAAMEZgAAAAAADBCYAQAAAAAwQGAGAAAAAMAAgRkAAAAAAAMEZgAAAAAADBCYAQAAAAAwQGAGAAAAAMAAgRkAAAAAAAMEZgAAAAAADBCYAQAAAAAwQGAGAAAAAMAAgRkAAAAAAAMEZgAAAAAADBCYAQAAAAAwQGAGAAAAAMAAgRkAAAAAAAMEZgAAAAAADBCYAQAAAAAwQGAGAAAAAMAAgRkAAAAAAAMEZgAAAAAADBCYAQAAAAAwQGAGAAAAAMAAgRkAAAAAAAMEZgAAAAAADBCYAQAAAAAwQGAGAAAAAMAAgRkAAAAAAAMEZgAAAAAADBCYAQAAAAAwQGAGAAAAAMBA2AXmrVu3asmSJZo5c6b69OmjxMRE5eTk+Gy/efNmJSYm+vzz6aefGj5uz549uuWWW9S3b1+lpaVp2rRpevvtt5vrbQEAAAAAWpiltTvQ1F5//XW98cYbiomJUa9evXTu3LmAHjd+/HhNmDDB63paWprXtc2bNys7O1tRUVGaPXu2EhIStG7dOt199906evSoHnrooUt+HwAAAACA1hV2gfmee+7RwoULlZmZqT179ujaa68N6HETJkzQI4880mg7m82mhQsXymQyaf369Ro2bJgkafHixZo+fbpyc3M1a9YsZWRkXNL7AAAAAAC0rrBbkj1ixAgNHDhQERERzfL8mzZtUmFhoebMmeMOy5IUHx+vRYsWyWazafXq1c3y2i2hub5vQFvA+Ea4Y4wjnDG+Ec4Y321X2M0wh+rbb7/Vf//3f+v8+fPq3bu3pk6dqqSkJK92W7ZskSRNmzbN657r2tatW5u3s82kU6dOSk9Pb+1uAM2C8Y1wxxhHOGN8I5wxvts2AvP33n77bY+iXZ07d9YjjzyihQsXerQrKCiQJMMl14mJiUpKSnK3AQAAAAC0X2G3JDtY3bp107Jly7Rr1y4VFxfrwIEDWrlypbp27arHH39cr7zyikd7VxGxhIQEw+eLj48PuNAYAAAAAKDtapMzzOnp6Tp9+nTA7detW6eJEyeG9FoDBw7UwIED3V/HxMRo7ty5Gjx4sKZMmaLc3FwtWLBAZnOH/2wBAAAAADqUNhmYs7OzVVFREXD75OTkJu/DoEGDNHLkSG3fvl3ffvutBgwYIOnizLKvWeTy8nKfs88AAAAAgPajTQbm5cuXt3YXJMld9Kuqqsp9zbV3uaCgQMOHD/doX1ZWplOnTmn06NEt1kcAAAAAQPNgnbEPNptNX3zxhUwmk3r37u2+Pn78eElSfn6+12Nc11xtAAAAAADtV4cPzLt27ZLD4fC4ZrPZtHTpUhUVFenqq69W165d3fcmT56sfv36ac2aNdq7d6/7enl5uZYvXy6LxaJbb721xfoPAAAAAGgeYReYt2/frpycHOXk5LiXdu/YscN9bcWKFR7t77rrLg0bNkx33323Hn/8cd1///0aO3asXnzxRfXq1UvPPvusR3uLxaLnn39edrtd119/ve6//34tWbJEEyZM0IEDB/Sb3/zGvd+5vdizZ49uueUW9e3bV2lpaZo2bZrHEVtAezBkyBAlJiYa/nnggQe82p87d06PPvqoBg8erB49emjw4MF69NFHqXKPVvPWW2/p17/+taZMmaIePXooMTFRq1ev9tk+lDH89ttva9q0aUpLS1Pfvn11yy236LPPPmuOtwN4CGZ85+bm+vx57q9uDeMbraW4uFi///3vdfPNN2vw4MHq3r27MjMzNX/+fP3zn/80fAw/w9sPU1lZmaPxZu3H6tWr9ctf/tLn/fHjx2v9+vXur5977jlt3LhRBQUFOnXqlCwWi/r376/rrrtO9913nxITEw2fZ/fu3crNzdWuXbtUW1urrKws5eTkaO7cuU39lprV5s2blZ2draioKM2ePVsJCQlat26djhw5oqVLl+qhhx5q7S4CARkyZIjOnj2rnJwcr3sjRozQjBkz3F9XVlZqxowZ2rdvn6ZOnaphw4bpyy+/1MaNGzVkyBBt2LBBsbGxLdl9QEOGDFFRUZGSkpIUExOjoqIivfDCC7rtttu82oYyhp955hktW7ZMvXr10k033aTKykr99a9/VXV1td55552QT5sAAhHM+M7NzdVTTz2lefPmqU+fPh73LBaLFi1a5PUYxjda07//+7/rueeeU//+/TV+/Hh1795dBQUFWr9+vRwOh15++WXdfPPN7vb8DG9fwi4wI3A2m02jRo1ScXGx8vLyNGzYMEnO5eXTp0/XoUOHtHPnTnehM6AtGzJkiCRp3759jbb97W9/q6efflr333+/nnjiCa/rDz/8sB599NFm6ytg5JNPPlF6err69OmjFStW6IknnvAZKIIdwwUFBRo9erT69eunjz76SF26dJEkHThwQFdffbWSk5P16aefymJpk7VAEQaCGd+uwBzosaGMb7S29957T926ddO4ceM8rm/btk033XST4uLidPDgQUVHR0viZ3h7E3ZLshG4TZs2qbCwUHPmzHGHZUmKj4/XokWLZLPZ/C4HBNojh8OhP/3pT4qLi9PDDz/sce/BBx9UYmKiXn/9da/aBkBzmzJlitdsmpFQxvDq1atls9n00EMPuX/RkqSBAwfqJz/5iQoLC7Vp06amezNAA4GO71AwvtHabrzxRq+wLEnjxo3TxIkTdebMGe3fv18SP8PbIwJzB7ZlyxZJ0rRp07zuua5t3bq1RfsEXIqamhr9+c9/1jPPPKOXX37ZcLa5oKBAx48f1+jRo72WO3Xq1Enjxo1TcXGxvv3225bqNhCUUMYwP+/RHm3fvl3/+Z//qf/6r//SBx98oAsXLhi2Y3yjLYuMjJQkRURESOJneHvEvH0HVlBQIEmGS64TExOVlJTkbgO0B1arVb/4xS88rl1zzTV66aWX3Oequ8Z0enq64XPUP2ud7Qhoi0IZwwUFBYqLizMsmFS/DdCW/Pa3v/X4OiUlRS+++KKmTp3qcZ3xjbaqqKhIn3zyiZKTk3XllVdK4md4e8QMcwfmqsKXkJBgeD8+Pp6KwWg3fvrTn+p///d/VVBQoKKiIm3cuFHXXnutNm7cqHnz5rmXNrnGdP0lTfXFx8d7tAPamlDG8Llz5/z+rG/YHmhNQ4YM0Ysvvqi9e/eqpKREe/bs0WOPPaazZ89q3rx5XquHGN9oi2pra3XvvffqwoULeuKJJ9wzzPwMb3+YYQYQFhYvXuzx9Q9+8AO99dZbuuGGG7R9+3bl5eXpRz/6USv1DgAQqJkzZ3p8nZ6erkWLFqlHjx66//779bvf/U6vvfZaK/UOaJzdbtcvf/lLbdu2TQsWLNBPfvKT1u4SLgEzzB2Y65MqX59IlZeX+/w0C2gPzGazbr31VknSzp07JV0c92fPnjV8THl5uUc7oK0JZQwnJCT4/VnfsD3QFs2bN08Wi8X989yF8Y22xOFwaOHChfrLX/6iuXPnasWKFR73+Rne/hCYOzB/ex7Kysp06tQp9nCi3XPtXa6qqpJ0cdz7Kurlb28/0BaEMoYzMjJUUVEhq9UaUHugLYqKilJcXJz757kL4xtthd1u13333afXX39dc+bM0Ysvviiz2TNu8TO8/SEwd2Djx4+XJOXn53vdc11ztQHaq927d0uS+ziTjIwMpaamaufOnaqsrPRoW11drW3btik1NdVnMQ6gtYUyhvl5j3BQUFCgsrIyr+OpGN9oC+x2u371q19p9erVmj17tl566SX3vuX6+Bne/hCYO7DJkyerX79+WrNmjfbu3eu+Xl5eruXLl8tisbiXswJt2cGDB1VWVuZ1ffv27XrhhRcUHR2tH//4x5Ikk8mk+fPnq6KiQk8//bRH+2effVZlZWWaP3++TCZTS3QdCFooY/i2226TxWLRM88847EM8MCBA3rzzTfVv39/TZo0qcXeA+BLeXm5vvzyS6/rZWVluu+++yRJc+bM8bjH+EZrc80sr169WrNmzdLKlSsNw7LEz/D2yFRWVuZovBnC1aZNm5Sdna3o6GhlZ2crPj5e69at05EjR7RkyRL927/9W2t3EWhUbm6unn/+eU2aNEl9+vRRdHS0Dhw4oPz8fJnNZq1YsUK33367u31lZaVmzJihffv2aerUqRo+fLi+/PJLffjhhxoyZIg2bNjgdTYi0NxWrVql7du3S5L279+vL774QmPGjFH//v0lSTfccIO7GFIoY/h3v/udnnzySfXq1Us33XSTqqqq9M477+j8+fN65513+GULzSrQ8X3kyBENGzZMI0aM0KBBg9S9e3cVFxdr48aNOn36tKZOnaq33npLUVFRHs/P+EZrys3N1VNPPaW4uDj9/Oc/NwzLN9xwg4YOHSqJn+HtDYEZ2r17t3Jzc7Vr1y7V1tYqKytLOTk5mjt3bmt3DQjIli1b9PLLL+uLL77QiRMnVF1drR49emjMmDH6xS9+oZEjR3o95uzZs3rqqaf03nvvyWq1Kjk5WTfeeKMWL17s86gHoDnl5OTojTfe8Hl/8eLFeuSRR9xfhzKG//KXv+jFF1/UwYMHFRkZqR/+8Id69NFHddVVVzX5+wHqC3R8nzt3TsuWLdOnn36qoqIinT17VjExMbryyis1d+5c3X777T5n7hjfaC2NjW9JeuGFF3Tbbbe5v+ZnePtBYAYAAAAAwAB7mAEAAAAAMEBgBgAAAADAAIEZAAAAAAADBGYAAAAAAAwQmAEAAAAAMEBgBgAAAADAAIEZAAAAAAADBGYAAAAAAAwQmAEAAAAAMGBp7Q4AAIDwV1FRoY8//liHDx9WZWWlHA6H7rjjDqWmpvq9BwBAayIwAwDQjBwOh1asWKELFy4E1N5kMunBBx9UVFRUM/es5TgcDq1Zs0ZWq1VZWVnq2rWrTCaTunfv7vdec/n444+1Y8cOLViwQGlpac32OgCA9o/ADABAM6qpqdGoUaM8rlVUVOjzzz9XYmKiBg8e7HEvOjo6rMKyJB05ckTHjx/XqFGjdM0113jcO3z4sM97zaWkpERms7lZQzkAIDwQmAEAaEbR0dGaOHGix7WvvvpKn3/+udLT073uhaMjR45Iki6//PKg7jUXq9WqpKQkRUZGtthrAgDaJ1NZWZmjtTsBAEBHkp+fr507d+q6667T8OHDve4fOHBA7777rqZPn64uXbpox44dslqtioqK0q9+9St99NFH2rVrl372s58pJSXF47Gff/65/v73v+vHP/6x1+y13W7X3r17tW/fPp04cUJ1dXXq3r27xo0bp8zMzID7H+jzfPHFF3r//fe9Ht+5c2dNnTrV571f//rXIff366+/1ueff66SkhJVV1crLi5OvXr10rhx47Rnzx7t3r3b8HE5OTlKTEwM+HsAAOgYmGEGAKCFlZSUSJJX2HUpLS2VJH3zzTcqKirSFVdcoV69eslkMklyzpBGRESoW7duPp87OTnZ47rNZtOaNWtUWFiolJQUDR06VDabTQcPHtQ777yjWbNmaeDAgY32PZjnSUxM1IQJE7Rr1y5FRkZqxIgRkqS4uDi/90Lpr91u17p167R//34lJCQoMzNTUVFROn36tA4ePKhhw4apZ8+eqqqq0oEDB5SRkeEuKmYymdSlS5dG3zsAoOMhMAMA0MJKS0sVERHhcw+t1WqVJJ04cUJ33XWXunbt6vX4bt26yWLx/t94SUmJLBaLkpKSPK6vX79ehYWF+tGPfqSrrrrKfX3s2LH64x//qE2bNgUUmIN5nr59+yolJUVbt25Vv379vJaf+7sXbH/z8vK0f/9+DR8+XNdcc43HcuuysjLFxMQoKipKZ8+e1YEDBzRq1Cj179+/0fcLAOjYOIcZAIAWVFZWpvPnz6t79+6KiIgwbOMKzDNnzvQKy67HN5xBlqS6ujqdOHFC3bt3l9l88X/xhw8f1v79+3XVVVd5hE9J6tKli/r376/Tp083Wsk7lOexWq1yOByG/fV1L9jXOXr0qD777DNlZGRoxowZXnuTExMT3YXUXLP3PXr08PteAQCQmGEGAKBFucKwUYCUpMrKSlVUVCg5OVn9+vXzuu9rybUknTx5UjabzSsMuvbt2u12bd682etxZ86cCajvoTyPv/fr616wr/PPf/5TkjR16lT3snVfrFar4uLiFBsb67cdAAASgRkAgBYV6P7lAQMGGN73F0CPHz9ueO/w4cOSnAXBfImOjlZ0dLTvjof4PK7+Gs3o+roX7OscPnxYXbt2bfSYqJqaGp05c0YZGRl+2wEA4EJgBgCgBTU2w+wK1K6CVA2VlpbKZDIZPt4VNOsH0OrqatXU1CgzM1PZ2dkh9zvU5yktLVXnzp0Ni2oZ3Qv2daqrq3XhwgWf36/6XEvAWY4NAAgUe5gBAGhBVqtVZrPZZ2hzzTD7CtSnT59WbGyse0+uy9mzZ/XNN9/IZDJ5PLfD4Tw9sqqq6pL6Hcrz1NXV6eTJk4bv1de9YF8nmPYnTpyQ5Pt7CwBAQwRmAABaSEVFhSoqKpSUlORVmMrFarUqNjZWCQkJhvctFovOnz+vyspK97Xy8nK9++67qq2tVWJioseS6M6dO+uyyy5TcXGxewa6PpvNpmPHjjXa91Cex3V2stHyc1/3gn2dzp07q2vXrjpx4oSOHDni1f7UqVPuv58/f16SvD5sAADAF5ZkAwDQQhpbjl1bW6vTp08bFvty6devn0pLS7Vq1SplZGSoqqpKhYWFuvzyy1VcXGz43FOnTtVf//pXvfnmmxowYICSkpJUW1ur8vJyFRUVKTMzUz179my0/8E+j2t5udEMs797wb7O5MmT9e677+rNN99UZmamunbtqoqKCh07dkzJycmaNWuWpIvf97y8PGVlZSkiIkJ9+/ZVnz59Gn3vAICOicAMAEALCaTgl8Ph8HlfkiZOnKiamhodOnRI+/btU0pKimbOnCmLxaJ9+/YZBtDMzEzdeuut2rlzp7777jsVFBQoJiZG8fHxGj58uIYMGRJQ/4N9Hn/Ly/3dC/Z1Bg4cqOjoaO3YsUOFhYU6dOiQYmNjlZaWppEjR7rbDRgwQFOmTNHnn3+unTt3ym63q1u3bgG9dwBAx2QqKytztHYnAAAAAABoa9jDDAAAAACAAQIzAAAAAAAGCMwAAAAAABggMAMAAAAAYIDADAAAAACAAQIzAAAAAAAGCMwAAAAAABggMAMAAAAAYIDADAAAAACAAQIzAAAAAAAGCMwAAAAAABggMAMAAAAAYOD/AzkF1YHCbRkmAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1000x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "XLearner MAPE = 4.256912689213058\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DRLearner MAPE = 8.766110297439049\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CausalForest MAPE = 2.893063989245546\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for model_name in benchmark_results.keys():\n",
    "    effect_pred = benchmark_results[model_name]\n",
    "    print(f'{model_name} MAPE = {mean_absolute_percentage_error(effect_true, effect_pred)}')\n",
    "    \n",
    "    plot_effect(\n",
    "        effect_true=effect_true,\n",
    "        effect_pred=effect_pred,\n",
    "        ylim=(-150, 250)\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### TARNet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 699,
   "metadata": {},
   "outputs": [],
   "source": [
    "tarnet = TARNet(\n",
    "    n_unit_in=X.shape[1],\n",
    "    binary_y=False,\n",
    "    n_units_out_prop=32,\n",
    "    n_units_r=8,\n",
    "    nonlin='selu',\n",
    ")\n",
    "\n",
    "tarnet.fit(\n",
    "    X=X[:TRAIN_SIZE, :],\n",
    "    y=y[:TRAIN_SIZE],\n",
    "    w=T[:TRAIN_SIZE]\n",
    ");\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 700,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Get predictions\n",
    "effect_pred_tarnet = tarnet.predict(\n",
    "    X=X[TRAIN_SIZE:, :]\n",
    ").cpu().detach().numpy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 701,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/latex": [
       "$\\displaystyle 2.49758308677356$"
      ],
      "text/plain": [
       "2.497583086773556"
      ]
     },
     "execution_count": 701,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Compute the error \n",
    "mean_absolute_percentage_error(effect_true, effect_pred_tarnet)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 703,
   "metadata": {},
   "outputs": [],
   "source": [
    "?mean_absolute_percentage_error"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 702,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_effect(\n",
    "    effect_true=effect_true,\n",
    "    effect_pred=effect_pred_tarnet,\n",
    "    ylim=(-150, 250)\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### SNet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 679,
   "metadata": {},
   "outputs": [],
   "source": [
    "snet = SNet(\n",
    "    n_unit_in=X.shape[1],\n",
    "    binary_y=False,\n",
    "    n_units_out_prop=32,\n",
    "    n_units_r=8,\n",
    "    nonlin='selu',\n",
    ")\n",
    "\n",
    "snet.fit(\n",
    "    X=X[:TRAIN_SIZE, :],\n",
    "    y=y[:TRAIN_SIZE],\n",
    "    w=T[:TRAIN_SIZE]\n",
    ");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 680,
   "metadata": {},
   "outputs": [],
   "source": [
    "effect_pred_snet = snet.predict(\n",
    "    X=X[TRAIN_SIZE:, :]\n",
    ").cpu().detach().numpy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 681,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/latex": [
       "$\\displaystyle 5.04047140835412$"
      ],
      "text/plain": [
       "5.040471408354116"
      ]
     },
     "execution_count": 681,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Compute the error \n",
    "mean_absolute_percentage_error(effect_true, effect_pred_snet)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 683,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_effect(\n",
    "    effect_true=effect_true,\n",
    "    effect_pred=effect_pred,\n",
    "    ylim=(-150, 250)\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Transformers and Causal Inference"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Read-in\n",
    "df = pd.read_csv('data/manga_processed.csv')          "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Shuffle observations\n",
    "df = df.sample(frac=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>text</th>\n",
       "      <th>subreddit</th>\n",
       "      <th>female_avatar</th>\n",
       "      <th>has_photo</th>\n",
       "      <th>upvote</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>I'm obsessed with 'My Hero Academia' and its t...</td>\n",
       "      <td>manga</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Can we talk about how 'Chihayafuru' is a beaut...</td>\n",
       "      <td>manga</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>I'm amazed by 'Naruto' and its epic and emotio...</td>\n",
       "      <td>manga</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>I'm blown away by 'Fullmetal Alchemist' and it...</td>\n",
       "      <td>manga</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>Looking for manga that deal with the themes of...</td>\n",
       "      <td>manga</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  text subreddit  \\\n",
       "111  I'm obsessed with 'My Hero Academia' and its t...     manga   \n",
       "47   Can we talk about how 'Chihayafuru' is a beaut...     manga   \n",
       "148  I'm amazed by 'Naruto' and its epic and emotio...     manga   \n",
       "151  I'm blown away by 'Fullmetal Alchemist' and it...     manga   \n",
       "92   Looking for manga that deal with the themes of...     manga   \n",
       "\n",
       "     female_avatar  has_photo  upvote  \n",
       "111              0          0       1  \n",
       "47               1          0       0  \n",
       "148              0          0       1  \n",
       "151              0          1       1  \n",
       "92               1          1       0  "
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/latex": [
       "$\\displaystyle \\left( 221, \\  5\\right)$"
      ],
      "text/plain": [
       "(221, 5)"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Modeling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Re-running the model training? Un-comment the lines below and collect garbarge to free the GPU memory\n",
    "# import gc\n",
    "# del causal_bert\n",
    "# gc.collect()\n",
    "# torch.cuda.empty_cache()\n",
    "\n",
    "# torch.cuda.is_available()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Some weights of CausalBert were not initialized from the model checkpoint at distilbert-base-uncased and are newly initialized: ['Q_cls.1.2.weight', 'g_cls.bias', 'Q_cls.1.2.bias', 'Q_cls.0.0.weight', 'g_cls.weight', 'Q_cls.0.2.bias', 'Q_cls.1.0.bias', 'Q_cls.1.0.weight', 'Q_cls.0.2.weight', 'Q_cls.0.0.bias']\n",
      "You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.\n"
     ]
    }
   ],
   "source": [
    "# Instantiate the model\n",
    "causal_bert = CausalBertWrapper(\n",
    "    batch_size=8,                      \n",
    "    g_weight=0.05, \n",
    "    Q_weight=1., \n",
    "    mlm_weight=0.05\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████████████████████████████████████████████████████████████████████████████| 28/28 [00:08<00:00,  3.48it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████| 28/28 [00:07<00:00,  3.56it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████| 28/28 [00:07<00:00,  3.54it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████| 28/28 [00:08<00:00,  3.46it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████| 28/28 [00:08<00:00,  3.34it/s]\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████| 28/28 [00:08<00:00,  3.44it/s]\n"
     ]
    }
   ],
   "source": [
    "# Train\n",
    "causal_bert.train(\n",
    "    texts=df['text'], \n",
    "    confounds=df['has_photo'], \n",
    "    treatments=df['female_avatar'], \n",
    "    outcomes=df['upvote'], \n",
    "    epochs=6\n",
    ");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████████████████████████████████████████████████████████████████████████████| 28/28 [00:01<00:00, 14.68it/s]\n"
     ]
    }
   ],
   "source": [
    "# Predict\n",
    "preds = causal_bert.inference(\n",
    "    texts=df['text'],\n",
    "    confounds=df['has_photo'], \n",
    ")[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/latex": [
       "$\\displaystyle -0.62321178301562$"
      ],
      "text/plain": [
       "-0.6232117830156201"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Compute ATE\n",
    "np.mean(preds[:, 1] - preds[:, 0])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:causal_book_py39_exprmnt_cuda117]",
   "language": "python",
   "name": "conda-env-causal_book_py39_exprmnt_cuda117-py"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
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   "pygments_lexer": "ipython3",
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 },
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